Pandas Profiling Report

Dataset statistics

Number of variables	66
Number of observations	158745
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	18
Duplicate rows (%)	< 0.1%
Total size in memory	75.6 MiB
Average record size in memory	499.6 B

Variable types

Numeric	14
Categorical	28
Boolean	24

Alerts

Dataset has 18 (< 0.1%) duplicate rows	Duplicates
`occupation_description` has a high cardinality: 31889 distinct values	High cardinality
`risky_activities` has a high cardinality: 112 distinct values	High cardinality
`chestpain_diagnosis` has a high cardinality: 89 distinct values	High cardinality
`med_conditions` has a high cardinality: 937 distinct values	High cardinality
`test_proc_type` has a high cardinality: 226 distinct values	High cardinality
`disability_pmts_reason` has a high cardinality: 88 distinct values	High cardinality
`mental_health_diagnosis` has a high cardinality: 793 distinct values	High cardinality
`weight_loss_reason` has a high cardinality: 166 distinct values	High cardinality
`surgery_type` has a high cardinality: 137 distinct values	High cardinality
`travel_countries` has a high cardinality: 1153 distinct values	High cardinality
`height` is highly overall correlated with `weight` and 1 other fields	High correlation
`weight` is highly overall correlated with `height` and 1 other fields	High correlation
`bmi_app_state` is highly overall correlated with `weight`	High correlation
`diabetes_age` is highly overall correlated with `diabetes_hemoglobin`	High correlation
`marijuana_monthly_count` is highly overall correlated with `marijuana`	High correlation
`diabetes_hemoglobin` is highly overall correlated with `diabetes_age`	High correlation
`gender` is highly overall correlated with `height`	High correlation
`marijuana` is highly overall correlated with `marijuana_monthly_count`	High correlation
`previous_declined` is highly overall correlated with `previous_decline_reason`	High correlation
`previous_decline_reason` is highly overall correlated with `previous_declined`	High correlation
`citizen` is highly overall correlated with `legal_resident`	High correlation
`legal_resident` is highly overall correlated with `citizen`	High correlation
`replacement_ins` is highly imbalanced (87.1%)	Imbalance
`risky_activities` is highly imbalanced (97.0%)	Imbalance
`valid_drivers_license_app_state` is highly imbalanced (92.5%)	Imbalance
`hiv_pos` is highly imbalanced (90.9%)	Imbalance
`covid` is highly imbalanced (91.3%)	Imbalance
`previous_declined` is highly imbalanced (81.2%)	Imbalance
`previous_decline_reason` is highly imbalanced (94.3%)	Imbalance
`chestpain_diagnosis` is highly imbalanced (98.0%)	Imbalance
`diabetes_complications` is highly imbalanced (99.1%)	Imbalance
`diabetes_gestational` is highly imbalanced (94.6%)	Imbalance
`diabetes_hospitalization` is highly imbalanced (98.5%)	Imbalance
`family_history` is highly imbalanced (96.1%)	Imbalance
`final_expense` is highly imbalanced (97.2%)	Imbalance
`inpatient` is highly imbalanced (98.4%)	Imbalance
`med_advice` is highly imbalanced (75.8%)	Imbalance
`med_conditions` is highly imbalanced (82.5%)	Imbalance
`seizure_diagnosis` is highly imbalanced (98.7%)	Imbalance
`stroke_diagnosis` is highly imbalanced (99.7%)	Imbalance
`stroke_diagnosis_multiselect` is highly imbalanced (98.6%)	Imbalance
`test_proc_outstanding` is highly imbalanced (92.2%)	Imbalance
`test_proc_type` is highly imbalanced (98.5%)	Imbalance
`climbing_equipment` is highly imbalanced (97.0%)	Imbalance
`criminal_history` is highly imbalanced (81.8%)	Imbalance
`disability_audio_visual` is highly imbalanced (98.6%)	Imbalance
`disability_pmts_reason` is highly imbalanced (89.2%)	Imbalance
`expected_travel_90_days` is highly imbalanced (99.0%)	Imbalance
`expected_travel` is highly imbalanced (72.5%)	Imbalance
`expected_travel_multiselect` is highly imbalanced (99.8%)	Imbalance
`illicit_drugs` is highly imbalanced (77.0%)	Imbalance
`mental_health_diagnosis` is highly imbalanced (88.1%)	Imbalance
`mental_health_hospitalized` is highly imbalanced (96.6%)	Imbalance
`mental_health_missed_work` is highly imbalanced (99.3%)	Imbalance
`pilot_student_private` is highly imbalanced (98.3%)	Imbalance
`racing_100mph` is highly imbalanced (98.0%)	Imbalance
`rx_increase` is highly imbalanced (99.2%)	Imbalance
`scuba_130ft` is highly imbalanced (98.9%)	Imbalance
`seizure_car_accident` is highly imbalanced (99.9%)	Imbalance
`weight_loss_reason` is highly imbalanced (94.3%)	Imbalance
`cancer_type` is highly imbalanced (95.6%)	Imbalance
`citizen` is highly imbalanced (73.8%)	Imbalance
`legal_resident` is highly imbalanced (93.2%)	Imbalance
`surgery_type` is highly imbalanced (94.0%)	Imbalance
`travel_countries` is highly imbalanced (94.5%)	Imbalance
`current_ins_value` is highly skewed (γ1 = 98.33006521)	Skewed
`diabetes_hemoglobin` is highly skewed (γ1 = 258.1510392)	Skewed
`stroke_count` is highly skewed (γ1 = 124.2600253)	Skewed
`dui_count` is highly skewed (γ1 = 25.83698756)	Skewed
`weight_loss_amount` is highly skewed (γ1 = 160.8835149)	Skewed
`skydive_count` is highly skewed (γ1 = 265.0356407)	Skewed
`income_app_state` has 5340 (3.4%) zeros	Zeros
`current_ins_value` has 134699 (84.9%) zeros	Zeros
`alcohol_weekly` has 107390 (67.6%) zeros	Zeros
`marijuana_monthly_count` has 141142 (88.9%) zeros	Zeros
`stroke_count` has 158446 (99.8%) zeros	Zeros
`dui_count` has 154764 (97.5%) zeros	Zeros
`weight_loss_amount` has 139638 (88.0%) zeros	Zeros
`skydive_count` has 157778 (99.4%) zeros	Zeros

Reproduction

Analysis started	2023-03-29 14:37:17.145272
Analysis finished	2023-03-29 14:39:19.833886
Duration	2 minutes and 2.69 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

age
Real number (ℝ)

Distinct	14871
Distinct (%)	9.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	41.214577

Minimum	18.004476
Maximum	59.998494
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	18.004476
5-th percentile	25.536459
Q1	34.108845
median	41.492981
Q3	49.016749
95-th percentile	54.700644
Maximum	59.998494
Range	41.994018
Interquartile range (IQR)	14.907904

Descriptive statistics

Standard deviation	9.2330695
Coefficient of variation (CV)	0.22402437
Kurtosis	-0.83797718
Mean	41.214577
Median Absolute Deviation (MAD)	7.4525829
Skewness	-0.19271567
Sum	6542608
Variance	85.249572
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49.72039125	31	< 0.1%
45.77232934	29	< 0.1%
47.41781145	29	< 0.1%
39.29170346	29	< 0.1%
50.36927521	29	< 0.1%
49.98596823	29	< 0.1%
36.78104273	29	< 0.1%
50.45141242	28	< 0.1%
54.80194665	28	< 0.1%
51.60954708	28	< 0.1%
Other values (14861)	158456	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18.00447648	1	< 0.1%
18.0126902	1	< 0.1%
18.01816601	1	< 0.1%
18.02637973	1	< 0.1%
18.09482741	2	< 0.1%
18.09756532	1	< 0.1%
18.10304113	1	< 0.1%
18.12220648	1	< 0.1%
18.13863392	1	< 0.1%
18.16053718	1	< 0.1%

Value	Count	Frequency (%)
59.99849415	4	< 0.1%
59.99575624	3	< 0.1%
59.99301834	3	< 0.1%
59.99028043	3	< 0.1%
59.98754252	5	< 0.1%
59.98480462	7	< 0.1%
59.98206671	3	< 0.1%
59.9793288	8	< 0.1%
59.9765909	1	< 0.1%
59.97385299	2	< 0.1%

gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

female	81013
male	77732

Length

Max length	6
Median length	6
Mean length	5.0206684
Min length	4

Characters and Unicode

Total characters	797006
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	male
2nd row	male
3rd row	male
4th row	female
5th row	female

Common Values

Value	Count	Frequency (%)
female	81013	51.0%
male	77732	49.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
female	81013	51.0%
male	77732	49.0%

Most occurring characters

Value	Count	Frequency (%)
e	239758	30.1%
m	158745	19.9%
a	158745	19.9%
l	158745	19.9%
f	81013	10.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	797006	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	239758	30.1%
m	158745	19.9%
a	158745	19.9%
l	158745	19.9%
f	81013	10.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	797006	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	239758	30.1%
m	158745	19.9%
a	158745	19.9%
l	158745	19.9%
f	81013	10.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	797006	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	239758	30.1%
m	158745	19.9%
a	158745	19.9%
l	158745	19.9%
f	81013	10.2%

height
Real number (ℝ)

Distinct	33
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67.398778

Minimum	51
Maximum	83
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	51
5-th percentile	61
Q1	64
median	67
Q3	70
95-th percentile	74
Maximum	83
Range	32
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.0879204
Coefficient of variation (CV)	0.060652738
Kurtosis	-0.57614842
Mean	67.398778
Median Absolute Deviation (MAD)	3
Skewness	0.088049693
Sum	10699219
Variance	16.711093
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
67	14264	9.0%
66	13630	8.6%
64	12780	8.1%
69	12539	7.9%
70	12038	7.6%
68	11896	7.5%
65	11765	7.4%
71	11503	7.2%
72	10440	6.6%
63	10234	6.4%
Other values (23)	37656	23.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
51	2	< 0.1%
52	2	< 0.1%
53	2	< 0.1%
54	2	< 0.1%
55	2	< 0.1%
56	70	< 0.1%
57	212	0.1%
58	308	0.2%
59	1744	1.1%
60	3608	2.3%

Value	Count	Frequency (%)
83	10	< 0.1%
82	17	< 0.1%
81	31	< 0.1%
80	63	< 0.1%
79	132	0.1%
78	304	0.2%
77	688	0.4%
76	1728	1.1%
75	3108	2.0%
74	5284	3.3%

weight
Real number (ℝ)

Distinct	236
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	180.89312

Minimum	86
Maximum	335
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	86
5-th percentile	125
Q1	152
median	180
Q3	203
95-th percentile	250
Maximum	335
Range	249
Interquartile range (IQR)	51

Descriptive statistics

Standard deviation	37.826967
Coefficient of variation (CV)	0.20911225
Kurtosis	-0.019634682
Mean	180.89312
Median Absolute Deviation (MAD)	25
Skewness	0.44186586
Sum	28715878
Variance	1430.8795
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
180	9030	5.7%
200	8937	5.6%
160	6731	4.2%
170	6682	4.2%
190	6555	4.1%
150	6296	4.0%
175	5736	3.6%
185	5317	3.3%
165	5285	3.3%
220	5002	3.2%
Other values (226)	93174	58.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
86	1	< 0.1%
90	4	< 0.1%
92	6	< 0.1%
93	3	< 0.1%
94	5	< 0.1%
95	53	< 0.1%
96	10	< 0.1%
97	11	< 0.1%
98	51	< 0.1%
99	14	< 0.1%

Value	Count	Frequency (%)
335	1	< 0.1%
330	5	< 0.1%
329	1	< 0.1%
328	1	< 0.1%
327	1	< 0.1%
325	13	< 0.1%
324	1	< 0.1%
321	1	< 0.1%
320	32	< 0.1%
319	1	< 0.1%

state
Categorical

Distinct	50
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

CA	16857
TX	16714
FL	12806
GA	8171
PA	7151
Other values (45)	97046

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	317490
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	TX
2nd row	NM
3rd row	KS
4th row	OK
5th row	IN

Common Values

Value	Count	Frequency (%)
CA	16857	10.6%
TX	16714	10.5%
FL	12806	8.1%
GA	8171	5.1%
PA	7151	4.5%
NC	5892	3.7%
OH	5499	3.5%
NJ	5384	3.4%
IL	5337	3.4%
VA	4617	2.9%
Other values (40)	70317	44.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
ca	16857	10.6%
tx	16714	10.5%
fl	12806	8.1%
ga	8171	5.1%
pa	7151	4.5%
nc	5892	3.7%
oh	5499	3.5%
nj	5384	3.4%
il	5337	3.4%
va	4617	2.9%
Other values (40)	70317	44.3%

Most occurring characters

Value	Count	Frequency (%)
A	55588	17.5%
C	31419	9.9%
N	25141	7.9%
T	24738	7.8%
L	24118	7.6%
M	19601	6.2%
I	18261	5.8%
X	16714	5.3%
O	14922	4.7%
F	12806	4.0%
Other values (14)	74182	23.4%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	317490	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	55588	17.5%
C	31419	9.9%
N	25141	7.9%
T	24738	7.8%
L	24118	7.6%
M	19601	6.2%
I	18261	5.8%
X	16714	5.3%
O	14922	4.7%
F	12806	4.0%
Other values (14)	74182	23.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	317490	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	55588	17.5%
C	31419	9.9%
N	25141	7.9%
T	24738	7.8%
L	24118	7.6%
M	19601	6.2%
I	18261	5.8%
X	16714	5.3%
O	14922	4.7%
F	12806	4.0%
Other values (14)	74182	23.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	317490	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	55588	17.5%
C	31419	9.9%
N	25141	7.9%
T	24738	7.8%
L	24118	7.6%
M	19601	6.2%
I	18261	5.8%
X	16714	5.3%
O	14922	4.7%
F	12806	4.0%
Other values (14)	74182	23.4%

approved_risk_class
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

declined	94513
select_nt	23118
essential_nt	21681
preferred_nt	10502
elite_nt	8931

Length

Max length	12
Median length	8
Mean length	8.9565656
Min length	8

Characters and Unicode

Total characters	1421810
Distinct characters	13
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	declined
2nd row	declined
3rd row	declined
4th row	declined
5th row	declined

Common Values

Value	Count	Frequency (%)
declined	94513	59.5%
select_nt	23118	14.6%
essential_nt	21681	13.7%
preferred_nt	10502	6.6%
elite_nt	8931	5.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
declined	94513	59.5%
select_nt	23118	14.6%
essential_nt	21681	13.7%
preferred_nt	10502	6.6%
elite_nt	8931	5.6%

Most occurring characters

Value	Count	Frequency (%)
e	327992	23.1%
d	199528	14.0%
n	180426	12.7%
l	148243	10.4%
i	125125	8.8%
t	117962	8.3%
c	117631	8.3%
s	66480	4.7%
_	64232	4.5%
r	31506	2.2%
Other values (3)	42685	3.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1357578	95.5%
Connector Punctuation	64232	4.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	327992	24.2%
d	199528	14.7%
n	180426	13.3%
l	148243	10.9%
i	125125	9.2%
t	117962	8.7%
c	117631	8.7%
s	66480	4.9%
r	31506	2.3%
a	21681	1.6%
Other values (2)	21004	1.5%

Connector Punctuation

Value	Count	Frequency (%)
_	64232	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1357578	95.5%
Common	64232	4.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	327992	24.2%
d	199528	14.7%
n	180426	13.3%
l	148243	10.9%
i	125125	9.2%
t	117962	8.7%
c	117631	8.7%
s	66480	4.9%
r	31506	2.3%
a	21681	1.6%
Other values (2)	21004	1.5%

Common

Value	Count	Frequency (%)
_	64232	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1421810	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	327992	23.1%
d	199528	14.0%
n	180426	12.7%
l	148243	10.4%
i	125125	8.8%
t	117962	8.3%
c	117631	8.3%
s	66480	4.7%
_	64232	4.5%
r	31506	2.2%
Other values (3)	42685	3.0%

bmi_app_state
Real number (ℝ)

Distinct	2863
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.887274

Minimum	18.507551
Maximum	39.992889
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	18.507551
5-th percentile	20.782048
Q1	24.371674
median	27.405881
Q3	30.948639
95-th percentile	36.614583
Maximum	39.992889
Range	21.485338
Interquartile range (IQR)	6.5769648

Descriptive statistics

Standard deviation	4.7357786
Coefficient of variation (CV)	0.16981862
Kurtosis	-0.42849006
Mean	27.887274
Median Absolute Deviation (MAD)	3.2575717
Skewness	0.3899919
Sum	4426965.4
Variance	22.427599
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28.69387755	1046	0.7%
27.36591696	1026	0.6%
28.18890622	946	0.6%
26.57844991	930	0.6%
29.04958678	927	0.6%
27.89129141	923	0.6%
27.12191358	889	0.6%
31.32100691	856	0.5%
30.40657439	815	0.5%
25.82185491	788	0.5%
Other values (2853)	149599	94.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18.50755102	3	< 0.1%
18.51491535	17	< 0.1%
18.53613281	13	< 0.1%
18.54770879	2	< 0.1%
18.54801038	8	< 0.1%
18.55138889	25	< 0.1%
18.55945822	94	0.1%
18.5785108	6	< 0.1%
18.57971847	3	< 0.1%
18.5978836	64	< 0.1%

Value	Count	Frequency (%)
39.99288889	13	< 0.1%
39.98999023	9	< 0.1%
39.98678541	3	< 0.1%
39.98464533	7	< 0.1%
39.97166448	1	< 0.1%
39.9342838	40	< 0.1%
39.93372781	167	0.1%
39.92567568	1	< 0.1%
39.92105263	1	< 0.1%
39.88454672	7	< 0.1%

income_app_state
Real number (ℝ)

Distinct	11989
Distinct (%)	7.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	74073.337

Minimum	0
Maximum	2548000
Zeros	5340
Zeros (%)	3.4%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	4800
Q1	24960
median	44200
Q3	78000
95-th percentile	197600
Maximum	2548000
Range	2548000
Interquartile range (IQR)	53040

Descriptive statistics

Standard deviation	140097.69
Coefficient of variation (CV)	1.8913376
Kurtosis	84.638165
Mean	74073.337
Median Absolute Deviation (MAD)	23400
Skewness	8.1280328
Sum	1.1758772 × 10¹⁰
Variance	1.9627363 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5340	3.4%
31200	4429	2.8%
52000	4021	2.5%
60000	3622	2.3%
26000	3039	1.9%
41600	2625	1.7%
78000	2439	1.5%
62400	2184	1.4%
48000	2130	1.3%
36000	2107	1.3%
Other values (11979)	126809	79.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5340	3.4%
1	51	< 0.1%
2	4	< 0.1%
3	3	< 0.1%
4	2	< 0.1%
5	5	< 0.1%
6	1	< 0.1%
7	2	< 0.1%
8	1	< 0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
2548000	1	< 0.1%
2470000	1	< 0.1%
2448000	2	< 0.1%
2400000	5	< 0.1%
2340000	2	< 0.1%
2323000	1	< 0.1%
2288000	3	< 0.1%
2280000	3	< 0.1%
2271360	1	< 0.1%
2236000	1	< 0.1%

current_ins
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

False	134595
True	24150

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	134595	84.8%
True	24150	15.2%

current_ins_value
Real number (ℝ)

SKEWED ZEROS

Distinct	882
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	188493.35

Minimum	0
Maximum	1.8 × 10⁹
Zeros	134699
Zeros (%)	84.9%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	300000
Maximum	1.8 × 10⁹
Range	1.8 × 10⁹
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	11012516
Coefficient of variation (CV)	58.423894
Kurtosis	10748.56
Mean	188493.35
Median Absolute Deviation (MAD)	0
Skewness	98.330065
Sum	2.9922377 × 10¹⁰
Variance	1.212755 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	134699	84.9%
100000	2763	1.7%
500000	2311	1.5%
250000	2070	1.3%
50000	1885	1.2%
1000000	1173	0.7%
300000	1145	0.7%
200000	1042	0.7%
150000	1000	0.6%
10000	953	0.6%
Other values (872)	9704	6.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	134699	84.9%
1	5	< 0.1%
2	2	< 0.1%
3	1	< 0.1%
5	5	< 0.1%
6	1	< 0.1%
7	3	< 0.1%
10	4	< 0.1%
11	1	< 0.1%
13	1	< 0.1%

Value	Count	Frequency (%)
1800000000	1	< 0.1%
1000000000	12	< 0.1%
999999999	1	< 0.1%
980000000	1	< 0.1%
800000000	1	< 0.1%
625000000	1	< 0.1%
560000000	1	< 0.1%
300000000	2	< 0.1%
250000000	3	< 0.1%
200000000	4	< 0.1%

replacement_ins
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

False	155916
True	2829

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	155916	98.2%
True	2829	1.8%

diabetes_age
Real number (ℝ)

Distinct	61
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2238874

Minimum	-1
Maximum	59
Zeros	12
Zeros (%)	< 0.1%
Negative	149334
Negative (%)	94.1%
Memory size	2.4 MiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	25
Maximum	59
Range	60
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	9.2631923
Coefficient of variation (CV)	7.568664
Kurtosis	16.044981
Mean	1.2238874
Median Absolute Deviation (MAD)	0
Skewness	4.1555268
Sum	194286
Variance	85.806732
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	149334	94.1%
40	762	0.5%
45	604	0.4%
35	553	0.3%
30	440	0.3%
42	358	0.2%
50	345	0.2%
38	341	0.2%
48	322	0.2%
46	283	0.2%
Other values (51)	5403	3.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	149334	94.1%
0	12	< 0.1%
1	15	< 0.1%
2	17	< 0.1%
3	18	< 0.1%
4	18	< 0.1%
5	28	< 0.1%
6	26	< 0.1%
7	35	< 0.1%
8	43	< 0.1%

Value	Count	Frequency (%)
59	5	< 0.1%
58	6	< 0.1%
57	12	< 0.1%
56	16	< 0.1%
55	26	< 0.1%
54	69	< 0.1%
53	115	0.1%
52	159	0.1%
51	138	0.1%
50	345	0.2%

alcohol_weekly
Real number (ℝ)

Distinct	41
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.9336861

Minimum	0
Maximum	48
Zeros	107390
Zeros (%)	67.6%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	5
Maximum	48
Range	48
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.2318959
Coefficient of variation (CV)	2.3904136
Kurtosis	65.762732
Mean	0.9336861
Median Absolute Deviation (MAD)	0
Skewness	6.1427137
Sum	148218
Variance	4.9813594
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	107390	67.6%
1	17910	11.3%
2	14854	9.4%
3	6405	4.0%
4	3908	2.5%
5	3171	2.0%
6	1658	1.0%
10	906	0.6%
7	779	0.5%
8	512	0.3%
Other values (31)	1252	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	107390	67.6%
1	17910	11.3%
2	14854	9.4%
3	6405	4.0%
4	3908	2.5%
5	3171	2.0%
6	1658	1.0%
7	779	0.5%
8	512	0.3%
9	68	< 0.1%

Value	Count	Frequency (%)
48	2	< 0.1%
46	5	< 0.1%
45	5	< 0.1%
44	2	< 0.1%
42	2	< 0.1%
40	10	< 0.1%
36	6	< 0.1%
35	20	< 0.1%
34	12	< 0.1%
33	1	< 0.1%

marijuana_monthly_count
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	71
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3284702

Minimum	0
Maximum	99
Zeros	141142
Zeros (%)	88.9%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	6
Maximum	99
Range	99
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5.8922364
Coefficient of variation (CV)	4.4353546
Kurtosis	57.162146
Mean	1.3284702
Median Absolute Deviation (MAD)	0
Skewness	6.5770954
Sum	210888
Variance	34.71845
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	141142	88.9%
30	2659	1.7%
2	2319	1.5%
1	2270	1.4%
4	1821	1.1%
10	1539	1.0%
5	1519	1.0%
3	1346	0.8%
20	905	0.6%
15	734	0.5%
Other values (61)	2491	1.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	141142	88.9%
1	2270	1.4%
2	2319	1.5%
3	1346	0.8%
4	1821	1.1%
5	1519	1.0%
6	392	0.2%
7	202	0.1%
8	349	0.2%
9	43	< 0.1%

Value	Count	Frequency (%)
99	6	< 0.1%
96	1	< 0.1%
93	1	< 0.1%
90	64	< 0.1%
89	1	< 0.1%
86	2	< 0.1%
85	2	< 0.1%
84	1	< 0.1%
80	14	< 0.1%
79	1	< 0.1%

marijuana
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

False	140536
True	18209

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	140536	88.5%
True	18209	11.5%

occupation_description
Categorical

Distinct	31889
Distinct (%)	20.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

other	41186
Sales	1854
Manager	1446
Teacher	1438
Self employed	1293
Other values (31884)	111528

Length

Max length	339
Median length	90
Mean length	11.739986
Min length	1

Characters and Unicode

Total characters	1863664
Distinct characters	109
Distinct categories	17 ?
Distinct scripts	4 ?
Distinct blocks	7 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	25115 ?
Unique (%)	15.8%

Sample

1st row	Buy and sell online
2nd row	other
3rd row	other
4th row	other
5th row	other

Common Values

Value	Count	Frequency (%)
other	41186	25.9%
Sales	1854	1.2%
Manager	1446	0.9%
Teacher	1438	0.9%
Self employed	1293	0.8%
Truck driver	1092	0.7%
Registered Nurse	1082	0.7%
Nurse	1069	0.7%
Driver	973	0.6%
Construction	895	0.6%
Other values (31879)	106417	67.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
other	41188	16.0%
manager	10319	4.0%
driver	4625	1.8%
sales	4447	1.7%
nurse	3523	1.4%
assistant	3431	1.3%
service	2822	1.1%
owner	2726	1.1%
self	2668	1.0%
business	2589	1.0%
Other values (9358)	178361	69.5%

Most occurring characters

Value	Count	Frequency (%)
e	237476	12.7%
r	190377	10.2%
t	148356	8.0%
a	130854	7.0%
o	129131	6.9%
i	110871	5.9%
n	109809	5.9%
	98357	5.3%
s	86855	4.7%
c	68164	3.7%
Other values (99)	553414	29.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1575167	84.5%
Uppercase Letter	184141	9.9%
Space Separator	98357	5.3%
Other Punctuation	3900	0.2%
Dash Punctuation	1068	0.1%
Decimal Number	491	< 0.1%
Open Punctuation	213	< 0.1%
Close Punctuation	209	< 0.1%
Final Punctuation	95	< 0.1%
Other Symbol	10	< 0.1%
Other values (7)	13	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	237476	15.1%
r	190377	12.1%
t	148356	9.4%
a	130854	8.3%
o	129131	8.2%
i	110871	7.0%
n	109809	7.0%
s	86855	5.5%
c	68164	4.3%
h	66022	4.2%
Other values (21)	297252	18.9%

Uppercase Letter

Value	Count	Frequency (%)
S	21736	11.8%
C	21482	11.7%
M	16457	8.9%
A	15343	8.3%
P	12885	7.0%
T	11545	6.3%
D	11118	6.0%
R	10556	5.7%
E	9904	5.4%
O	7530	4.1%
Other values (17)	45585	24.8%

Other Punctuation

Value	Count	Frequency (%)
/	2134	54.7%
,	597	15.3%
.	593	15.2%
&	430	11.0%
'	97	2.5%
;	14	0.4%
@	13	0.3%
:	11	0.3%
\	7	0.2%
"	2	0.1%
Other values (2)	2	0.1%

Decimal Number

Value	Count	Frequency (%)
1	138	28.1%
2	87	17.7%
0	69	14.1%
3	52	10.6%
9	48	9.8%
5	28	5.7%
4	25	5.1%
7	17	3.5%
6	14	2.9%
8	13	2.6%

Other Symbol

Value	Count	Frequency (%)
🍳	1	10.0%
⚕	1	10.0%
🧑	1	10.0%
💈	1	10.0%
™	1	10.0%
👮	1	10.0%
🏬	1	10.0%
📦	1	10.0%
👨	1	10.0%
®	1	10.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1063	99.5%
‑	4	0.4%
—	1	0.1%

Open Punctuation

Value	Count	Frequency (%)
(	212	99.5%
[	1	0.5%

Close Punctuation

Value	Count	Frequency (%)
)	208	99.5%
]	1	0.5%

Final Punctuation

Value	Count	Frequency (%)
’	94	98.9%
”	1	1.1%

Math Symbol

Value	Count	Frequency (%)
+	3	60.0%
\|	2	40.0%

Other Letter

Value	Count	Frequency (%)
售	1	50.0%
零	1	50.0%

Space Separator

Value	Count	Frequency (%)
	98357	100.0%

Format

Value	Count	Frequency (%)
‍	2	100.0%

Other Number

Value	Count	Frequency (%)
⁵	1	100.0%

Initial Punctuation

Value	Count	Frequency (%)
“	1	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	1	100.0%

Nonspacing Mark

Value	Count	Frequency (%)
️	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1759308	94.4%
Common	104351	5.6%
Inherited	3	< 0.1%
Han	2	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	237476	13.5%
r	190377	10.8%
t	148356	8.4%
a	130854	7.4%
o	129131	7.3%
i	110871	6.3%
n	109809	6.2%
s	86855	4.9%
c	68164	3.9%
h	66022	3.8%
Other values (48)	481393	27.4%

Common

Value	Count	Frequency (%)
	98357	94.3%
/	2134	2.0%
-	1063	1.0%
,	597	0.6%
.	593	0.6%
&	430	0.4%
(	212	0.2%
)	208	0.2%
1	138	0.1%
'	97	0.1%
Other values (37)	522	0.5%

Inherited

Value	Count	Frequency (%)
‍	2	66.7%
️	1	33.3%

Han

Value	Count	Frequency (%)
售	1	50.0%
零	1	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1863506	> 99.9%
Punctuation	104	< 0.1%
None	49	< 0.1%
CJK	2	< 0.1%
Misc Symbols	1	< 0.1%
Letterlike Symbols	1	< 0.1%
VS	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	237476	12.7%
r	190377	10.2%
t	148356	8.0%
a	130854	7.0%
o	129131	6.9%
i	110871	5.9%
n	109809	5.9%
	98357	5.3%
s	86855	4.7%
c	68164	3.7%
Other values (72)	553256	29.7%

Punctuation

Value	Count	Frequency (%)
’	94	90.4%
‑	4	3.8%
‍	2	1.9%
•	1	1.0%
”	1	1.0%
“	1	1.0%
—	1	1.0%

None

Value	Count	Frequency (%)
ó	29	59.2%
í	4	8.2%
á	4	8.2%
🍳	1	2.0%
🧑	1	2.0%
💈	1	2.0%
É	1	2.0%
👮	1	2.0%
⁵	1	2.0%
é	1	2.0%
Other values (5)	5	10.2%

Misc Symbols

Value	Count	Frequency (%)
⚕	1	100.0%

Letterlike Symbols

Value	Count	Frequency (%)
™	1	100.0%

CJK

Value	Count	Frequency (%)
售	1	50.0%
零	1	50.0%

VS

Value	Count	Frequency (%)
️	1	100.0%

risky_activities
Categorical

HIGH CARDINALITY IMBALANCE

Distinct	112
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

none	155872
scuba	576
climb	496
skydive	417
pilot	354
Other values (107)	1030

Length

Max length	34
Median length	4
Mean length	4.0857917
Min length	4

Characters and Unicode

Total characters	648599
Distinct characters	20
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	52 ?
Unique (%)	< 0.1%

Sample

1st row	none
2nd row	none
3rd row	none
4th row	none
5th row	none

Common Values

Value	Count	Frequency (%)
none	155872	98.2%
scuba	576	0.4%
climb	496	0.3%
skydive	417	0.3%
pilot	354	0.2%
race	275	0.2%
scuba, skydive	73	< 0.1%
pilot, scuba, race, climb, skydive	61	< 0.1%
scuba, climb	61	< 0.1%
climb, skydive	60	< 0.1%
Other values (102)	500	0.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
none	155872	97.4%
scuba	1098	0.7%
climb	990	0.6%
skydive	949	0.6%
race	609	0.4%
pilot	578	0.4%

Most occurring characters

Value	Count	Frequency (%)
n	311744	48.1%
e	157430	24.3%
o	156450	24.1%
c	2697	0.4%
i	2517	0.4%
b	2088	0.3%
s	2047	0.3%
a	1707	0.3%
l	1568	0.2%
,	1351	0.2%
Other values (10)	9000	1.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	645897	99.6%
Other Punctuation	1351	0.2%
Space Separator	1351	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	311744	48.3%
e	157430	24.4%
o	156450	24.2%
c	2697	0.4%
i	2517	0.4%
b	2088	0.3%
s	2047	0.3%
a	1707	0.3%
l	1568	0.2%
u	1098	0.2%
Other values (8)	6551	1.0%

Other Punctuation

Value	Count	Frequency (%)
,	1351	100.0%

Space Separator

Value	Count	Frequency (%)
	1351	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	645897	99.6%
Common	2702	0.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	311744	48.3%
e	157430	24.4%
o	156450	24.2%
c	2697	0.4%
i	2517	0.4%
b	2088	0.3%
s	2047	0.3%
a	1707	0.3%
l	1568	0.2%
u	1098	0.2%
Other values (8)	6551	1.0%

Common

Value	Count	Frequency (%)
,	1351	50.0%
	1351	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	648599	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	311744	48.1%
e	157430	24.3%
o	156450	24.1%
c	2697	0.4%
i	2517	0.4%
b	2088	0.3%
s	2047	0.3%
a	1707	0.3%
l	1568	0.2%
,	1351	0.2%
Other values (10)	9000	1.4%

valid_drivers_license_app_state
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

True	157303
False	1442

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	157303	99.1%
False	1442	0.9%

hiv_pos
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

False	156908
True	1837

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	156908	98.8%
True	1837	1.2%

covid
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

False	157003
True	1742

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	157003	98.9%
True	1742	1.1%

previous_declined
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

False	154169
True	4576

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	154169	97.1%
True	4576	2.9%

previous_decline_reason
Categorical

HIGH CORRELATION IMBALANCE

Distinct	21
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

none	153957
medical	2714
other	1067
unknown	666
criminal	211
Other values (16)	130

Length

Max length	33
Median length	4
Mean length	4.0856153
Min length	4

Characters and Unicode

Total characters	648571
Distinct characters	17
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5 ?
Unique (%)	< 0.1%

Sample

1st row	none
2nd row	none
3rd row	none
4th row	none
5th row	none

Common Values

Value	Count	Frequency (%)
none	153957	97.0%
medical	2714	1.7%
other	1067	0.7%
unknown	666	0.4%
criminal	211	0.1%
medical, other	36	< 0.1%
medical, unknown	19	< 0.1%
medical, criminal	18	< 0.1%
unknown, other	10	< 0.1%
other, medical	9	< 0.1%
Other values (11)	38	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
none	153957	96.9%
medical	2814	1.8%
other	1147	0.7%
unknown	706	0.4%
criminal	261	0.2%

Most occurring characters

Value	Count	Frequency (%)
n	310293	47.8%
e	157918	24.3%
o	155810	24.0%
i	3336	0.5%
c	3075	0.5%
a	3075	0.5%
l	3075	0.5%
m	3075	0.5%
d	2814	0.4%
r	1408	0.2%
Other values (7)	4692	0.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	648291	> 99.9%
Other Punctuation	140	< 0.1%
Space Separator	140	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	310293	47.9%
e	157918	24.4%
o	155810	24.0%
i	3336	0.5%
c	3075	0.5%
a	3075	0.5%
l	3075	0.5%
m	3075	0.5%
d	2814	0.4%
r	1408	0.2%
Other values (5)	4412	0.7%

Other Punctuation

Value	Count	Frequency (%)
,	140	100.0%

Space Separator

Value	Count	Frequency (%)
	140	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	648291	> 99.9%
Common	280	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	310293	47.9%
e	157918	24.4%
o	155810	24.0%
i	3336	0.5%
c	3075	0.5%
a	3075	0.5%
l	3075	0.5%
m	3075	0.5%
d	2814	0.4%
r	1408	0.2%
Other values (5)	4412	0.7%

Common

Value	Count	Frequency (%)
,	140	50.0%
	140	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	648571	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	310293	47.8%
e	157918	24.3%
o	155810	24.0%
i	3336	0.5%
c	3075	0.5%
a	3075	0.5%
l	3075	0.5%
m	3075	0.5%
d	2814	0.4%
r	1408	0.2%
Other values (7)	4692	0.7%

chestpain_diagnosis
Categorical

HIGH CARDINALITY IMBALANCE

Distinct	89
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

none	156949
other	484
cardiac_chest_pain	272
heartburn	211
muscle_strain	188
Other values (84)	641

Length

Max length	72
Median length	4
Mean length	4.1153926
Min length	4

Characters and Unicode

Total characters	653298
Distinct characters	20
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	36 ?
Unique (%)	< 0.1%

Sample

1st row	none
2nd row	none
3rd row	none
4th row	none
5th row	none

Common Values

Value	Count	Frequency (%)
none	156949	98.9%
other	484	0.3%
cardiac_chest_pain	272	0.2%
heartburn	211	0.1%
muscle_strain	188	0.1%
angina	155	0.1%
heartburn, indigestion	81	0.1%
indigestion	74	< 0.1%
heartburn, muscle_strain	36	< 0.1%
heartburn, cardiac_chest_pain	20	< 0.1%
Other values (79)	275	0.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
none	156949	98.5%
other	584	0.4%
heartburn	498	0.3%
cardiac_chest_pain	422	0.3%
muscle_strain	361	0.2%
indigestion	293	0.2%
angina	233	0.1%

Most occurring characters

Value	Count	Frequency (%)
n	316231	48.4%
e	159107	24.4%
o	157826	24.2%
a	2591	0.4%
r	2363	0.4%
i	2317	0.4%
t	2158	0.3%
c	1627	0.2%
h	1504	0.2%
s	1437	0.2%
Other values (10)	6137	0.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	650903	99.6%
Connector Punctuation	1205	0.2%
Other Punctuation	595	0.1%
Space Separator	595	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	316231	48.6%
e	159107	24.4%
o	157826	24.2%
a	2591	0.4%
r	2363	0.4%
i	2317	0.4%
t	2158	0.3%
c	1627	0.2%
h	1504	0.2%
s	1437	0.2%
Other values (7)	3742	0.6%

Connector Punctuation

Value	Count	Frequency (%)
_	1205	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	595	100.0%

Space Separator

Value	Count	Frequency (%)
	595	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	650903	99.6%
Common	2395	0.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	316231	48.6%
e	159107	24.4%
o	157826	24.2%
a	2591	0.4%
r	2363	0.4%
i	2317	0.4%
t	2158	0.3%
c	1627	0.2%
h	1504	0.2%
s	1437	0.2%
Other values (7)	3742	0.6%

Common

Value	Count	Frequency (%)
_	1205	50.3%
,	595	24.8%
	595	24.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	653298	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	316231	48.4%
e	159107	24.4%
o	157826	24.2%
a	2591	0.4%
r	2363	0.4%
i	2317	0.4%
t	2158	0.3%
c	1627	0.2%
h	1504	0.2%
s	1437	0.2%
Other values (10)	6137	0.9%

diabetes_complications
Categorical

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

none	158325
neuropathy	259
kidney_disease	99
amputation	30
neuropathy, kidney_disease	15
Other values (6)	17

Length

Max length	38
Median length	4
Mean length	4.02167
Min length	4

Characters and Unicode

Total characters	638420
Distinct characters	18
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	< 0.1%

Sample

1st row	none
2nd row	none
3rd row	none
4th row	none
5th row	none

Common Values

Value	Count	Frequency (%)
none	158325	99.7%
neuropathy	259	0.2%
kidney_disease	99	0.1%
amputation	30	< 0.1%
neuropathy, kidney_disease	15	< 0.1%
amputation, neuropathy	8	< 0.1%
kidney_disease, neuropathy	4	< 0.1%
amputation, neuropathy, kidney_disease	2	< 0.1%
amputation, kidney_disease, neuropathy	1	< 0.1%
neuropathy, amputation	1	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
none	158325	99.7%
neuropathy	291	0.2%
kidney_disease	122	0.1%
amputation	43	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
n	317106	49.7%
e	158982	24.9%
o	158659	24.9%
a	499	0.1%
y	413	0.1%
t	377	0.1%
p	334	0.1%
u	334	0.1%
r	291	< 0.1%
h	291	< 0.1%
Other values (8)	1134	0.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	638226	> 99.9%
Connector Punctuation	122	< 0.1%
Other Punctuation	36	< 0.1%
Space Separator	36	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	317106	49.7%
e	158982	24.9%
o	158659	24.9%
a	499	0.1%
y	413	0.1%
t	377	0.1%
p	334	0.1%
u	334	0.1%
r	291	< 0.1%
h	291	< 0.1%
Other values (5)	940	0.1%

Connector Punctuation

Value	Count	Frequency (%)
_	122	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	36	100.0%

Space Separator

Value	Count	Frequency (%)
	36	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	638226	> 99.9%
Common	194	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	317106	49.7%
e	158982	24.9%
o	158659	24.9%
a	499	0.1%
y	413	0.1%
t	377	0.1%
p	334	0.1%
u	334	0.1%
r	291	< 0.1%
h	291	< 0.1%
Other values (5)	940	0.1%

Common

Value	Count	Frequency (%)
_	122	62.9%
,	36	18.6%
	36	18.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	638420	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	317106	49.7%
e	158982	24.9%
o	158659	24.9%
a	499	0.1%
y	413	0.1%
t	377	0.1%
p	334	0.1%
u	334	0.1%
r	291	< 0.1%
h	291	< 0.1%
Other values (8)	1134	0.2%

diabetes_gestational
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

False	157765
True	980

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	157765	99.4%
True	980	0.6%

diabetes_hemoglobin
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	296
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4113767

Minimum	-1
Maximum	123456
Zeros	57
Zeros (%)	< 0.1%
Negative	154333
Negative (%)	97.2%
Memory size	2.4 MiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	-1
Maximum	123456
Range	123457
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	421.6662
Coefficient of variation (CV)	298.76233
Kurtosis	69169.909
Mean	1.4113767
Median Absolute Deviation (MAD)	0
Skewness	258.15104
Sum	224049
Variance	177802.39
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	154333	97.2%
7	476	0.3%
6	379	0.2%
8	245	0.2%
6.5	162	0.1%
6.1	132	0.1%
6.7	128	0.1%
7.1	124	0.1%
9	118	0.1%
7.2	109	0.1%
Other values (286)	2539	1.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	154333	97.2%
0	57	< 0.1%
0.3	1	< 0.1%
1	9	< 0.1%
1.3	1	< 0.1%
1.4	1	< 0.1%
1.5	1	< 0.1%
2	10	< 0.1%
2.2	1	< 0.1%
2.3	1	< 0.1%

Value	Count	Frequency (%)
123456	1	< 0.1%
102021	1	< 0.1%
50522	1	< 0.1%
2019	1	< 0.1%
1750	1	< 0.1%
900	1	< 0.1%
801	1	< 0.1%
710	1	< 0.1%
700	1	< 0.1%
685	1	< 0.1%

diabetes_hospitalization
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

False	158534
True	211

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	158534	99.9%
True	211	0.1%

employment_status
Categorical

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

fulltime	104302
unemployed	15238
parttime	13262
stay_at_home	8986
other	8899
Other values (3)	8058

Length

Max length	16
Median length	8
Mean length	8.4345838
Min length	5

Characters and Unicode

Total characters	1338948
Distinct characters	17
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	parttime
2nd row	unemployed
3rd row	stay_at_home
4th row	other
5th row	fulltime_student

Common Values

Value	Count	Frequency (%)
fulltime	104302	65.7%
unemployed	15238	9.6%
parttime	13262	8.4%
stay_at_home	8986	5.7%
other	8899	5.6%
retired	3911	2.5%
fulltime_student	3078	1.9%
parttime_student	1069	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
fulltime	104302	65.7%
unemployed	15238	9.6%
parttime	13262	8.4%
stay_at_home	8986	5.7%
other	8899	5.6%
retired	3911	2.5%
fulltime_student	3078	1.9%
parttime_student	1069	0.7%

Most occurring characters

Value	Count	Frequency (%)
l	229998	17.2%
e	182041	13.6%
t	175118	13.1%
m	145935	10.9%
u	126765	9.5%
i	125622	9.4%
f	107380	8.0%
o	33123	2.5%
a	32303	2.4%
r	31052	2.3%
Other values (7)	149611	11.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1316829	98.3%
Connector Punctuation	22119	1.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
l	229998	17.5%
e	182041	13.8%
t	175118	13.3%
m	145935	11.1%
u	126765	9.6%
i	125622	9.5%
f	107380	8.2%
o	33123	2.5%
a	32303	2.5%
r	31052	2.4%
Other values (6)	127492	9.7%

Connector Punctuation

Value	Count	Frequency (%)
_	22119	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1316829	98.3%
Common	22119	1.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
l	229998	17.5%
e	182041	13.8%
t	175118	13.3%
m	145935	11.1%
u	126765	9.6%
i	125622	9.5%
f	107380	8.2%
o	33123	2.5%
a	32303	2.5%
r	31052	2.4%
Other values (6)	127492	9.7%

Common

Value	Count	Frequency (%)
_	22119	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1338948	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
l	229998	17.2%
e	182041	13.6%
t	175118	13.1%
m	145935	10.9%
u	126765	9.5%
i	125622	9.4%
f	107380	8.0%
o	33123	2.5%
a	32303	2.4%
r	31052	2.3%
Other values (7)	149611	11.2%

family_history
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

no	157737
yes	638
unknown	370

Length

Max length	7
Median length	2
Mean length	2.0156729
Min length	2

Characters and Unicode

Total characters	319978
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	no
2nd row	no
3rd row	no
4th row	yes
5th row	no

Common Values

Value	Count	Frequency (%)
no	157737	99.4%
yes	638	0.4%
unknown	370	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	157737	99.4%
yes	638	0.4%
unknown	370	0.2%

Most occurring characters

Value	Count	Frequency (%)
n	158847	49.6%
o	158107	49.4%
y	638	0.2%
e	638	0.2%
s	638	0.2%
u	370	0.1%
k	370	0.1%
w	370	0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	319978	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	158847	49.6%
o	158107	49.4%
y	638	0.2%
e	638	0.2%
s	638	0.2%
u	370	0.1%
k	370	0.1%
w	370	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	319978	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	158847	49.6%
o	158107	49.4%
y	638	0.2%
e	638	0.2%
s	638	0.2%
u	370	0.1%
k	370	0.1%
w	370	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	319978	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	158847	49.6%
o	158107	49.4%
y	638	0.2%
e	638	0.2%
s	638	0.2%
u	370	0.1%
k	370	0.1%
w	370	0.1%

final_expense
Categorical

Distinct	34
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

none	156562
assistance	766
oxygen	457
wheelchair	302
memory	299
Other values (29)	359

Length

Max length	38
Median length	4
Mean length	4.0903714
Min length	4

Characters and Unicode

Total characters	649326
Distinct characters	18
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	10 ?
Unique (%)	< 0.1%

Sample

1st row	none
2nd row	none
3rd row	none
4th row	none
5th row	none

Common Values

Value	Count	Frequency (%)
none	156562	98.6%
assistance	766	0.5%
oxygen	457	0.3%
wheelchair	302	0.2%
memory	299	0.2%
wheelchair, assistance	118	0.1%
oxygen, assistance	62	< 0.1%
memory, assistance	51	< 0.1%
wheelchair, oxygen, assistance	25	< 0.1%
assistance, wheelchair	22	< 0.1%
Other values (24)	81	0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
none	156562	98.4%
assistance	1099	0.7%
oxygen	604	0.4%
wheelchair	516	0.3%
memory	404	0.3%

Most occurring characters

Value	Count	Frequency (%)
n	314827	48.5%
e	159701	24.6%
o	157570	24.3%
s	3297	0.5%
a	2714	0.4%
i	1615	0.2%
c	1615	0.2%
t	1099	0.2%
h	1032	0.2%
y	1008	0.2%
Other values (8)	4848	0.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	648446	99.9%
Other Punctuation	440	0.1%
Space Separator	440	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	314827	48.6%
e	159701	24.6%
o	157570	24.3%
s	3297	0.5%
a	2714	0.4%
i	1615	0.2%
c	1615	0.2%
t	1099	0.2%
h	1032	0.2%
y	1008	0.2%
Other values (6)	3968	0.6%

Other Punctuation

Value	Count	Frequency (%)
,	440	100.0%

Space Separator

Value	Count	Frequency (%)
	440	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	648446	99.9%
Common	880	0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	314827	48.6%
e	159701	24.6%
o	157570	24.3%
s	3297	0.5%
a	2714	0.4%
i	1615	0.2%
c	1615	0.2%
t	1099	0.2%
h	1032	0.2%
y	1008	0.2%
Other values (6)	3968	0.6%

Common

Value	Count	Frequency (%)
,	440	50.0%
	440	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	649326	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	314827	48.5%
e	159701	24.6%
o	157570	24.3%
s	3297	0.5%
a	2714	0.4%
i	1615	0.2%
c	1615	0.2%
t	1099	0.2%
h	1032	0.2%
y	1008	0.2%
Other values (8)	4848	0.7%

inpatient
Categorical

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

none	157924
hospital	519
longterm_care	157
hospice	106
hospital, longterm_care	21
Other values (5)	18

Length

Max length	32
Median length	4
Mean length	4.029223
Min length	4

Characters and Unicode

Total characters	639619
Distinct characters	17
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	none
2nd row	none
3rd row	none
4th row	none
5th row	none

Common Values

Value	Count	Frequency (%)
none	157924	99.5%
hospital	519	0.3%
longterm_care	157	0.1%
hospice	106	0.1%
hospital, longterm_care	21	< 0.1%
hospital, longterm_care, hospice	10	< 0.1%
longterm_care, hospital	4	< 0.1%
longterm_care, hospice	2	< 0.1%
longterm_care, hospital, hospice	1	< 0.1%
hospital, hospice	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
none	157924	99.5%
hospital	556	0.4%
longterm_care	195	0.1%
hospice	120	0.1%

Most occurring characters

Value	Count	Frequency (%)
n	316043	49.4%
o	158795	24.8%
e	158434	24.8%
t	751	0.1%
l	751	0.1%
a	751	0.1%
i	676	0.1%
p	676	0.1%
s	676	0.1%
h	676	0.1%
Other values (7)	1390	0.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	639324	> 99.9%
Connector Punctuation	195	< 0.1%
Other Punctuation	50	< 0.1%
Space Separator	50	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	316043	49.4%
o	158795	24.8%
e	158434	24.8%
t	751	0.1%
l	751	0.1%
a	751	0.1%
i	676	0.1%
p	676	0.1%
s	676	0.1%
h	676	0.1%
Other values (4)	1095	0.2%

Connector Punctuation

Value	Count	Frequency (%)
_	195	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	50	100.0%

Space Separator

Value	Count	Frequency (%)
	50	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	639324	> 99.9%
Common	295	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	316043	49.4%
o	158795	24.8%
e	158434	24.8%
t	751	0.1%
l	751	0.1%
a	751	0.1%
i	676	0.1%
p	676	0.1%
s	676	0.1%
h	676	0.1%
Other values (4)	1095	0.2%

Common

Value	Count	Frequency (%)
_	195	66.1%
,	50	16.9%
	50	16.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	639619	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	316043	49.4%
o	158795	24.8%
e	158434	24.8%
t	751	0.1%
l	751	0.1%
a	751	0.1%
i	676	0.1%
p	676	0.1%
s	676	0.1%
h	676	0.1%
Other values (7)	1390	0.2%

med_advice
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

none	144066
surgery	7108
test_procedure	6808
surgery, test_procedure	672
test_procedure, surgery	91

Length

Max length	23
Median length	4
Mean length	4.6545151
Min length	4

Characters and Unicode

Total characters	738881
Distinct characters	15
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	none
2nd row	none
3rd row	test_procedure
4th row	none
5th row	test_procedure

Common Values

Value	Count	Frequency (%)
none	144066	90.8%
surgery	7108	4.5%
test_procedure	6808	4.3%
surgery, test_procedure	672	0.4%
test_procedure, surgery	91	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
none	144066	90.3%
surgery	7871	4.9%
test_procedure	7571	4.7%

Most occurring characters

Value	Count	Frequency (%)
n	288132	39.0%
e	174650	23.6%
o	151637	20.5%
r	30884	4.2%
s	15442	2.1%
u	15442	2.1%
t	15142	2.0%
g	7871	1.1%
y	7871	1.1%
_	7571	1.0%
Other values (5)	24239	3.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	729784	98.8%
Connector Punctuation	7571	1.0%
Other Punctuation	763	0.1%
Space Separator	763	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	288132	39.5%
e	174650	23.9%
o	151637	20.8%
r	30884	4.2%
s	15442	2.1%
u	15442	2.1%
t	15142	2.1%
g	7871	1.1%
y	7871	1.1%
p	7571	1.0%
Other values (2)	15142	2.1%

Connector Punctuation

Value	Count	Frequency (%)
_	7571	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	763	100.0%

Space Separator

Value	Count	Frequency (%)
	763	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	729784	98.8%
Common	9097	1.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	288132	39.5%
e	174650	23.9%
o	151637	20.8%
r	30884	4.2%
s	15442	2.1%
u	15442	2.1%
t	15142	2.1%
g	7871	1.1%
y	7871	1.1%
p	7571	1.0%
Other values (2)	15142	2.1%

Common

Value	Count	Frequency (%)
_	7571	83.2%
,	763	8.4%
	763	8.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	738881	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	288132	39.0%
e	174650	23.6%
o	151637	20.5%
r	30884	4.2%
s	15442	2.1%
u	15442	2.1%
t	15142	2.0%
g	7871	1.1%
y	7871	1.1%
_	7571	1.0%
Other values (5)	24239	3.3%

med_conditions
Categorical

HIGH CARDINALITY IMBALANCE

Distinct	937
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

none	121947
depression	13703
diabetes	6935
cancer	2294
heart_disease	1771
Other values (932)	12095

Length

Max length	282
Median length	4
Mean length	6.0990393
Min length	2

Characters and Unicode

Total characters	968192
Distinct characters	24
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	567 ?
Unique (%)	0.4%

Sample

1st row	none
2nd row	none
3rd row	liver_cirrhosis
4th row	none
5th row	depression

Common Values

Value	Count	Frequency (%)
none	121947	76.8%
depression	13703	8.6%
diabetes	6935	4.4%
cancer	2294	1.4%
heart_disease	1771	1.1%
depression, diabetes	835	0.5%
chest_pain	799	0.5%
seizure_disorder	691	0.4%
alcohol_abuse	564	0.4%
stroke	542	0.3%
Other values (927)	8664	5.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
none	121947	72.7%
depression	17810	10.6%
diabetes	9782	5.8%
heart_disease	3397	2.0%
cancer	3054	1.8%
chest_pain	1796	1.1%
seizure_disorder	1385	0.8%
alcohol_abuse	1383	0.8%
chronic_kidney_disease	1272	0.8%
stroke	1270	0.8%
Other values (12)	4567	2.7%

Most occurring characters

Value	Count	Frequency (%)
n	271369	28.0%
e	206657	21.3%
o	148985	15.4%
s	67588	7.0%
i	43582	4.5%
d	37651	3.9%
r	35399	3.7%
a	30283	3.1%
p	22564	2.3%
t	18361	1.9%
Other values (14)	85753	8.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	937717	96.9%
Connector Punctuation	12639	1.3%
Other Punctuation	8918	0.9%
Space Separator	8918	0.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	271369	28.9%
e	206657	22.0%
o	148985	15.9%
s	67588	7.2%
i	43582	4.6%
d	37651	4.0%
r	35399	3.8%
a	30283	3.2%
p	22564	2.4%
t	18361	2.0%
Other values (11)	55278	5.9%

Connector Punctuation

Value	Count	Frequency (%)
_	12639	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	8918	100.0%

Space Separator

Value	Count	Frequency (%)
	8918	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	937717	96.9%
Common	30475	3.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	271369	28.9%
e	206657	22.0%
o	148985	15.9%
s	67588	7.2%
i	43582	4.6%
d	37651	4.0%
r	35399	3.8%
a	30283	3.2%
p	22564	2.4%
t	18361	2.0%
Other values (11)	55278	5.9%

Common

Value	Count	Frequency (%)
_	12639	41.5%
,	8918	29.3%
	8918	29.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	968192	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	271369	28.0%
e	206657	21.3%
o	148985	15.4%
s	67588	7.0%
i	43582	4.5%
d	37651	3.9%
r	35399	3.7%
a	30283	3.1%
p	22564	2.3%
t	18361	1.9%
Other values (14)	85753	8.9%

seizure_diagnosis
Categorical

Distinct	30
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

none	157882
other	274
grand_mal	215
unknown	175
petit_mal	70
Other values (25)	129

Length

Max length	33
Median length	4
Mean length	4.0240071
Min length	4

Characters and Unicode

Total characters	638791
Distinct characters	19
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	8 ?
Unique (%)	< 0.1%

Sample

1st row	none
2nd row	none
3rd row	none
4th row	none
5th row	none

Common Values

Value	Count	Frequency (%)
none	157882	99.5%
other	274	0.2%
grand_mal	215	0.1%
unknown	175	0.1%
petit_mal	70	< 0.1%
grand_mal, petit_mal	27	< 0.1%
drug	19	< 0.1%
grand_mal, other	16	< 0.1%
other, unknown	15	< 0.1%
grand_mal, petit_mal, other	6	< 0.1%
Other values (20)	46	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
none	157882	99.4%
other	338	0.2%
grand_mal	291	0.2%
unknown	207	0.1%
petit_mal	121	0.1%
drug	38	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
n	316676	49.6%
o	158427	24.8%
e	158341	24.8%
a	703	0.1%
r	667	0.1%
t	580	0.1%
l	412	0.1%
m	412	0.1%
_	412	0.1%
h	338	0.1%
Other values (9)	1823	0.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	638115	99.9%
Connector Punctuation	412	0.1%
Other Punctuation	132	< 0.1%
Space Separator	132	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	316676	49.6%
o	158427	24.8%
e	158341	24.8%
a	703	0.1%
r	667	0.1%
t	580	0.1%
l	412	0.1%
m	412	0.1%
h	338	0.1%
d	329	0.1%
Other values (6)	1230	0.2%

Connector Punctuation

Value	Count	Frequency (%)
_	412	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	132	100.0%

Space Separator

Value	Count	Frequency (%)
	132	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	638115	99.9%
Common	676	0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	316676	49.6%
o	158427	24.8%
e	158341	24.8%
a	703	0.1%
r	667	0.1%
t	580	0.1%
l	412	0.1%
m	412	0.1%
h	338	0.1%
d	329	0.1%
Other values (6)	1230	0.2%

Common

Value	Count	Frequency (%)
_	412	60.9%
,	132	19.5%
	132	19.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	638791	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	316676	49.6%
o	158427	24.8%
e	158341	24.8%
a	703	0.1%
r	667	0.1%
t	580	0.1%
l	412	0.1%
m	412	0.1%
_	412	0.1%
h	338	0.1%
Other values (9)	1823	0.3%

stroke_count
Real number (ℝ)

SKEWED ZEROS

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0030300167

Minimum	0
Maximum	27
Zeros	158446
Zeros (%)	99.8%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	27
Range	27
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.11149993
Coefficient of variation (CV)	36.798454
Kurtosis	24843.017
Mean	0.0030300167
Median Absolute Deviation (MAD)	0
Skewness	124.26003
Sum	481
Variance	0.012432234
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	158446	99.8%
1	218	0.1%
2	50	< 0.1%
3	15	< 0.1%
4	7	< 0.1%
5	3	< 0.1%
10	1	< 0.1%
9	1	< 0.1%
6	1	< 0.1%
8	1	< 0.1%
Other values (2)	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	158446	99.8%
1	218	0.1%
2	50	< 0.1%
3	15	< 0.1%
4	7	< 0.1%
5	3	< 0.1%
6	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
27	1	< 0.1%
15	1	< 0.1%
10	1	< 0.1%
9	1	< 0.1%
8	1	< 0.1%
6	1	< 0.1%
5	3	< 0.1%
4	7	< 0.1%
3	15	< 0.1%
2	50	< 0.1%

stroke_diagnosis
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

none	158665
mini-stroke or tia	41
stroke	25
unknown	14

Length

Max length	18
Median length	4
Mean length	4.0041954
Min length	4

Characters and Unicode

Total characters	635646
Distinct characters	14
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	none
2nd row	none
3rd row	none
4th row	none
5th row	none

Common Values

Value	Count	Frequency (%)
none	158665	99.9%
mini-stroke or tia	41	< 0.1%
stroke	25	< 0.1%
unknown	14	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
none	158665	99.9%
mini-stroke	41	< 0.1%
or	41	< 0.1%
tia	41	< 0.1%
stroke	25	< 0.1%
unknown	14	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
n	317413	49.9%
o	158786	25.0%
e	158731	25.0%
i	123	< 0.1%
t	107	< 0.1%
r	107	< 0.1%
	82	< 0.1%
k	80	< 0.1%
s	66	< 0.1%
m	41	< 0.1%
Other values (4)	110	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	635523	> 99.9%
Space Separator	82	< 0.1%
Dash Punctuation	41	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	317413	49.9%
o	158786	25.0%
e	158731	25.0%
i	123	< 0.1%
t	107	< 0.1%
r	107	< 0.1%
k	80	< 0.1%
s	66	< 0.1%
m	41	< 0.1%
a	41	< 0.1%
Other values (2)	28	< 0.1%

Space Separator

Value	Count	Frequency (%)
	82	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	41	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	635523	> 99.9%
Common	123	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	317413	49.9%
o	158786	25.0%
e	158731	25.0%
i	123	< 0.1%
t	107	< 0.1%
r	107	< 0.1%
k	80	< 0.1%
s	66	< 0.1%
m	41	< 0.1%
a	41	< 0.1%
Other values (2)	28	< 0.1%

Common

Value	Count	Frequency (%)
	82	66.7%
-	41	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	635646	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	317413	49.9%
o	158786	25.0%
e	158731	25.0%
i	123	< 0.1%
t	107	< 0.1%
r	107	< 0.1%
	82	< 0.1%
k	80	< 0.1%
s	66	< 0.1%
m	41	< 0.1%
Other values (4)	110	< 0.1%

stroke_diagnosis_multiselect
Categorical

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

none	158127
stroke	277
"mini-stroke or tia"	272
unknown	41
stroke, "mini-stroke or tia"	16
Other values (4)	12

Length

Max length	29
Median length	4
Mean length	4.0356169
Min length	4

Characters and Unicode

Total characters	640634
Distinct characters	16
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	none
2nd row	none
3rd row	none
4th row	none
5th row	none

Common Values

Value	Count	Frequency (%)
none	158127	99.6%
stroke	277	0.2%
"mini-stroke or tia"	272	0.2%
unknown	41	< 0.1%
stroke, "mini-stroke or tia"	16	< 0.1%
mini-stroke or tia	5	< 0.1%
"mini-stroke or tia", stroke	4	< 0.1%
"mini-stroke or tia", unknown	2	< 0.1%
unknown, "mini-stroke or tia"	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
none	158127	99.2%
mini-stroke	300	0.2%
or	300	0.2%
tia	300	0.2%
stroke	297	0.2%
unknown	44	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
n	316686	49.4%
o	159068	24.8%
e	158724	24.8%
i	900	0.1%
t	897	0.1%
r	897	0.1%
k	641	0.1%
	623	0.1%
s	597	0.1%
"	590	0.1%
Other values (6)	1011	0.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	639098	99.8%
Space Separator	623	0.1%
Other Punctuation	613	0.1%
Dash Punctuation	300	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	316686	49.6%
o	159068	24.9%
e	158724	24.8%
i	900	0.1%
t	897	0.1%
r	897	0.1%
k	641	0.1%
s	597	0.1%
m	300	< 0.1%
a	300	< 0.1%
Other values (2)	88	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
"	590	96.2%
,	23	3.8%

Space Separator

Value	Count	Frequency (%)
	623	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	300	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	639098	99.8%
Common	1536	0.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	316686	49.6%
o	159068	24.9%
e	158724	24.8%
i	900	0.1%
t	897	0.1%
r	897	0.1%
k	641	0.1%
s	597	0.1%
m	300	< 0.1%
a	300	< 0.1%
Other values (2)	88	< 0.1%

Common

Value	Count	Frequency (%)
	623	40.6%
"	590	38.4%
-	300	19.5%
,	23	1.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	640634	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	316686	49.4%
o	159068	24.8%
e	158724	24.8%
i	900	0.1%
t	897	0.1%
r	897	0.1%
k	641	0.1%
	623	0.1%
s	597	0.1%
"	590	0.1%
Other values (6)	1011	0.2%

test_proc_outstanding
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

False	157216
True	1529

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	157216	99.0%
True	1529	1.0%

test_proc_type
Categorical

HIGH CARDINALITY IMBALANCE

Distinct	226
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

none	157302
other	565
blood_work	118
colonoscopy	110
bone_joint_imaging	55
Other values (221)	595

Length

Max length	150
Median length	4
Mean length	4.1097861
Min length	3

Characters and Unicode

Total characters	652408
Distinct characters	25
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	159 ?
Unique (%)	0.1%

Sample

1st row	none
2nd row	none
3rd row	none
4th row	none
5th row	mammogram, ekg

Common Values

Value	Count	Frequency (%)
none	157302	99.1%
other	565	0.4%
blood_work	118	0.1%
colonoscopy	110	0.1%
bone_joint_imaging	55	< 0.1%
blood_work, other	51	< 0.1%
mammogram	40	< 0.1%
colonoscopy, other	24	< 0.1%
blood_work, urine_testing	23	< 0.1%
ekg	17	< 0.1%
Other values (216)	440	0.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
none	157302	98.5%
other	776	0.5%
blood_work	470	0.3%
colonoscopy	235	0.1%
mammogram	155	0.1%
bone_joint_imaging	152	0.1%
urine_testing	130	0.1%
pap_smear	120	0.1%
vision_hearing	110	0.1%
ekg	103	0.1%
Other values (3)	119	0.1%

Most occurring characters

Value	Count	Frequency (%)
n	315969	48.4%
o	161029	24.7%
e	159018	24.4%
r	1848	0.3%
t	1308	0.2%
_	1210	0.2%
i	1122	0.2%
g	933	0.1%
	927	0.1%
,	927	0.1%
Other values (15)	8117	1.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	649344	99.5%
Connector Punctuation	1210	0.2%
Space Separator	927	0.1%
Other Punctuation	927	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	315969	48.7%
o	161029	24.8%
e	159018	24.5%
r	1848	0.3%
t	1308	0.2%
i	1122	0.2%
g	933	0.1%
a	899	0.1%
m	892	0.1%
h	886	0.1%
Other values (12)	5440	0.8%

Connector Punctuation

Value	Count	Frequency (%)
_	1210	100.0%

Space Separator

Value	Count	Frequency (%)
	927	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	927	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	649344	99.5%
Common	3064	0.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	315969	48.7%
o	161029	24.8%
e	159018	24.5%
r	1848	0.3%
t	1308	0.2%
i	1122	0.2%
g	933	0.1%
a	899	0.1%
m	892	0.1%
h	886	0.1%
Other values (12)	5440	0.8%

Common

Value	Count	Frequency (%)
_	1210	39.5%
	927	30.3%
,	927	30.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	652408	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	315969	48.4%
o	161029	24.7%
e	159018	24.4%
r	1848	0.3%
t	1308	0.2%
_	1210	0.2%
i	1122	0.2%
g	933	0.1%
	927	0.1%
,	927	0.1%
Other values (15)	8117	1.2%

climbing_equipment
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

True	158264
False	481

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	158264	99.7%
False	481	0.3%

criminal_history
Categorical

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

none	142080
misdemeanor	5660
felony	5244
dui	3195
misdemeanor, felony	923
Other values (11)	1643

Length

Max length	24
Median length	4
Mean length	4.5233803
Min length	3

Characters and Unicode

Total characters	718064
Distinct characters	15
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	felony
2nd row	misdemeanor, felony
3rd row	none
4th row	none
5th row	none

Common Values

Value	Count	Frequency (%)
none	142080	89.5%
misdemeanor	5660	3.6%
felony	5244	3.3%
dui	3195	2.0%
misdemeanor, felony	923	0.6%
felony, misdemeanor	504	0.3%
misdemeanor, dui	444	0.3%
felony, dui	228	0.1%
misdemeanor, felony, dui	184	0.1%
dui, misdemeanor	106	0.1%
Other values (6)	177	0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
none	142080	87.9%
misdemeanor	7948	4.9%
felony	7260	4.5%
dui	4334	2.7%

Most occurring characters

Value	Count	Frequency (%)
n	299368	41.7%
e	165236	23.0%
o	157288	21.9%
m	15896	2.2%
i	12282	1.7%
d	12282	1.7%
s	7948	1.1%
a	7948	1.1%
r	7948	1.1%
f	7260	1.0%
Other values (5)	24608	3.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	712310	99.2%
Other Punctuation	2877	0.4%
Space Separator	2877	0.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	299368	42.0%
e	165236	23.2%
o	157288	22.1%
m	15896	2.2%
i	12282	1.7%
d	12282	1.7%
s	7948	1.1%
a	7948	1.1%
r	7948	1.1%
f	7260	1.0%
Other values (3)	18854	2.6%

Other Punctuation

Value	Count	Frequency (%)
,	2877	100.0%

Space Separator

Value	Count	Frequency (%)
	2877	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	712310	99.2%
Common	5754	0.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	299368	42.0%
e	165236	23.2%
o	157288	22.1%
m	15896	2.2%
i	12282	1.7%
d	12282	1.7%
s	7948	1.1%
a	7948	1.1%
r	7948	1.1%
f	7260	1.0%
Other values (3)	18854	2.6%

Common

Value	Count	Frequency (%)
,	2877	50.0%
	2877	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	718064	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	299368	41.7%
e	165236	23.0%
o	157288	21.9%
m	15896	2.2%
i	12282	1.7%
d	12282	1.7%
s	7948	1.1%
a	7948	1.1%
r	7948	1.1%
f	7260	1.0%
Other values (5)	24608	3.4%

disability_audio_visual
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

False	158551
True	194

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	158551	99.9%
True	194	0.1%

disability_pmts_reason
Categorical

HIGH CARDINALITY IMBALANCE

Distinct	88
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

none	143645
ssdi	7988
vadi	2239
long_term	1140
short_term	947
Other values (83)	2786

Length

Max length	58
Median length	4
Mean length	4.201052
Min length	4

Characters and Unicode

Total characters	666896
Distinct characters	22
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	34 ?
Unique (%)	< 0.1%

Sample

1st row	none
2nd row	ssdi
3rd row	ssdi
4th row	none
5th row	ssdi

Common Values

Value	Count	Frequency (%)
none	143645	90.5%
ssdi	7988	5.0%
vadi	2239	1.4%
long_term	1140	0.7%
short_term	947	0.6%
other	734	0.5%
long_term, ssdi	417	0.3%
ssdi, vadi	366	0.2%
maternity	289	0.2%
workers_comp	203	0.1%
Other values (78)	777	0.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
none	143645	89.5%
ssdi	9271	5.8%
vadi	2844	1.8%
long_term	1904	1.2%
short_term	1173	0.7%
other	916	0.6%
maternity	352	0.2%
workers_comp	323	0.2%

Most occurring characters

Value	Count	Frequency (%)
n	289546	43.4%
e	148313	22.2%
o	148284	22.2%
s	20038	3.0%
i	12467	1.9%
d	12115	1.8%
r	6164	0.9%
t	5870	0.9%
m	3752	0.6%
_	3400	0.5%
Other values (12)	16947	2.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	660130	99.0%
Connector Punctuation	3400	0.5%
Other Punctuation	1683	0.3%
Space Separator	1683	0.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	289546	43.9%
e	148313	22.5%
o	148284	22.5%
s	20038	3.0%
i	12467	1.9%
d	12115	1.8%
r	6164	0.9%
t	5870	0.9%
m	3752	0.6%
a	3196	0.5%
Other values (9)	10385	1.6%

Connector Punctuation

Value	Count	Frequency (%)
_	3400	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	1683	100.0%

Space Separator

Value	Count	Frequency (%)
	1683	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	660130	99.0%
Common	6766	1.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	289546	43.9%
e	148313	22.5%
o	148284	22.5%
s	20038	3.0%
i	12467	1.9%
d	12115	1.8%
r	6164	0.9%
t	5870	0.9%
m	3752	0.6%
a	3196	0.5%
Other values (9)	10385	1.6%

Common

Value	Count	Frequency (%)
_	3400	50.3%
,	1683	24.9%
	1683	24.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	666896	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	289546	43.4%
e	148313	22.2%
o	148284	22.2%
s	20038	3.0%
i	12467	1.9%
d	12115	1.8%
r	6164	0.9%
t	5870	0.9%
m	3752	0.6%
_	3400	0.5%
Other values (12)	16947	2.5%

dui_count
Real number (ℝ)

SKEWED ZEROS

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.034325491

Minimum	0
Maximum	25
Zeros	154764
Zeros (%)	97.5%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	25
Range	25
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.28000485
Coefficient of variation (CV)	8.1573443
Kurtosis	1485.6139
Mean	0.034325491
Median Absolute Deviation (MAD)	0
Skewness	25.836988
Sum	5449
Variance	0.078402714
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	154764	97.5%
1	3056	1.9%
2	684	0.4%
3	161	0.1%
4	35	< 0.1%
6	12	< 0.1%
5	11	< 0.1%
7	4	< 0.1%
20	4	< 0.1%
10	4	< 0.1%
Other values (6)	10	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	154764	97.5%
1	3056	1.9%
2	684	0.4%
3	161	0.1%
4	35	< 0.1%
5	11	< 0.1%
6	12	< 0.1%
7	4	< 0.1%
8	2	< 0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
25	1	< 0.1%
22	1	< 0.1%
20	4	< 0.1%
12	2	< 0.1%
11	2	< 0.1%
10	4	< 0.1%
9	2	< 0.1%
8	2	< 0.1%
7	4	< 0.1%
6	12	< 0.1%

expected_travel_90_days
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

none	158470
no	223
yes	36
unknown	16

Length

Max length	7
Median length	4
Mean length	3.9972661
Min length	2

Characters and Unicode

Total characters	634546
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	none
2nd row	none
3rd row	none
4th row	none
5th row	none

Common Values

Value	Count	Frequency (%)
none	158470	99.8%
no	223	0.1%
yes	36	< 0.1%
unknown	16	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
none	158470	99.8%
no	223	0.1%
yes	36	< 0.1%
unknown	16	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
n	317211	50.0%
o	158709	25.0%
e	158506	25.0%
y	36	< 0.1%
s	36	< 0.1%
u	16	< 0.1%
k	16	< 0.1%
w	16	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	634546	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	317211	50.0%
o	158709	25.0%
e	158506	25.0%
y	36	< 0.1%
s	36	< 0.1%
u	16	< 0.1%
k	16	< 0.1%
w	16	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	634546	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	317211	50.0%
o	158709	25.0%
e	158506	25.0%
y	36	< 0.1%
s	36	< 0.1%
u	16	< 0.1%
k	16	< 0.1%
w	16	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	634546	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	317211	50.0%
o	158709	25.0%
e	158506	25.0%
y	36	< 0.1%
s	36	< 0.1%
u	16	< 0.1%
k	16	< 0.1%
w	16	< 0.1%

expected_travel
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

False	151215
True	7530

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	151215	95.3%
True	7530	4.7%

expected_travel_multiselect
Categorical

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

none	158682
extended_travel	57
AF	2
IQ	2
AF, IQ	1

Length

Max length	23
Median length	4
Mean length	4.0040316
Min length	2

Characters and Unicode

Total characters	635620
Distinct characters	17
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	none
2nd row	none
3rd row	none
4th row	none
5th row	none

Common Values

Value	Count	Frequency (%)
none	158682	> 99.9%
extended_travel	57	< 0.1%
AF	2	< 0.1%
IQ	2	< 0.1%
AF, IQ	1	< 0.1%
AF, IQ, extended_travel	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
none	158682	> 99.9%
extended_travel	58	< 0.1%
af	4	< 0.1%
iq	4	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
n	317422	49.9%
e	158914	25.0%
o	158682	25.0%
t	116	< 0.1%
d	116	< 0.1%
l	58	< 0.1%
v	58	< 0.1%
a	58	< 0.1%
r	58	< 0.1%
_	58	< 0.1%
Other values (7)	80	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	635540	> 99.9%
Connector Punctuation	58	< 0.1%
Uppercase Letter	16	< 0.1%
Other Punctuation	3	< 0.1%
Space Separator	3	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	317422	49.9%
e	158914	25.0%
o	158682	25.0%
t	116	< 0.1%
d	116	< 0.1%
l	58	< 0.1%
v	58	< 0.1%
a	58	< 0.1%
r	58	< 0.1%
x	58	< 0.1%

Uppercase Letter

Value	Count	Frequency (%)
A	4	25.0%
F	4	25.0%
I	4	25.0%
Q	4	25.0%

Connector Punctuation

Value	Count	Frequency (%)
_	58	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	3	100.0%

Space Separator

Value	Count	Frequency (%)
	3	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	635556	> 99.9%
Common	64	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	317422	49.9%
e	158914	25.0%
o	158682	25.0%
t	116	< 0.1%
d	116	< 0.1%
l	58	< 0.1%
v	58	< 0.1%
a	58	< 0.1%
r	58	< 0.1%
x	58	< 0.1%
Other values (4)	16	< 0.1%

Common

Value	Count	Frequency (%)
_	58	90.6%
,	3	4.7%
	3	4.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	635620	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	317422	49.9%
e	158914	25.0%
o	158682	25.0%
t	116	< 0.1%
d	116	< 0.1%
l	58	< 0.1%
v	58	< 0.1%
a	58	< 0.1%
r	58	< 0.1%
_	58	< 0.1%
Other values (7)	80	< 0.1%

illicit_drugs
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

False	152813
True	5932

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	152813	96.3%
True	5932	3.7%

mental_health_diagnosis
Categorical

HIGH CARDINALITY IMBALANCE

Distinct	793
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

none	139887
depression, anxiety	2919
anxiety	2907
depression	2804
depression, anxiety, ptsd	977
Other values (788)	9251

Length

Max length	94
Median length	4
Mean length	5.6466849
Min length	3

Characters and Unicode

Total characters	896383
Distinct characters	21
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	449 ?
Unique (%)	0.3%

Sample

1st row	none
2nd row	none
3rd row	none
4th row	depression, anxiety, add
5th row	bipolar

Common Values

Value	Count	Frequency (%)
none	139887	88.1%
depression, anxiety	2919	1.8%
anxiety	2907	1.8%
depression	2804	1.8%
depression, anxiety, ptsd	977	0.6%
bipolar	789	0.5%
ptsd	588	0.4%
depression, anxiety, bipolar	520	0.3%
anxiety, depression	460	0.3%
depression, anxiety, ptsd, bipolar	372	0.2%
Other values (783)	6522	4.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
none	139887	77.7%
depression	12432	6.9%
anxiety	12426	6.9%
ptsd	4769	2.6%
bipolar	4240	2.4%
add	2786	1.5%
ocd	1120	0.6%
other	917	0.5%
schizophrenia	717	0.4%
psychosis	401	0.2%

Most occurring characters

Value	Count	Frequency (%)
n	305681	34.1%
e	179475	20.0%
o	160046	17.9%
s	31885	3.6%
i	31597	3.5%
d	24557	2.7%
p	22559	2.5%
	21282	2.4%
,	21282	2.4%
a	20501	2.3%
Other values (11)	77518	8.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	853487	95.2%
Space Separator	21282	2.4%
Other Punctuation	21282	2.4%
Connector Punctuation	332	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	305681	35.8%
e	179475	21.0%
o	160046	18.8%
s	31885	3.7%
i	31597	3.7%
d	24557	2.9%
p	22559	2.6%
a	20501	2.4%
r	18970	2.2%
t	18444	2.2%
Other values (8)	39772	4.7%

Space Separator

Value	Count	Frequency (%)
	21282	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	21282	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	332	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	853487	95.2%
Common	42896	4.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	305681	35.8%
e	179475	21.0%
o	160046	18.8%
s	31885	3.7%
i	31597	3.7%
d	24557	2.9%
p	22559	2.6%
a	20501	2.4%
r	18970	2.2%
t	18444	2.2%
Other values (8)	39772	4.7%

Common

Value	Count	Frequency (%)
	21282	49.6%
,	21282	49.6%
_	332	0.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	896383	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	305681	34.1%
e	179475	20.0%
o	160046	17.9%
s	31885	3.6%
i	31597	3.5%
d	24557	2.7%
p	22559	2.5%
	21282	2.4%
,	21282	2.4%
a	20501	2.3%
Other values (11)	77518	8.6%

mental_health_hospitalized
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

False	158172
True	573

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	158172	99.6%
True	573	0.4%

mental_health_missed_work
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

False	158661
True	84

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	158661	99.9%
True	84	0.1%

pilot_student_private
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

False	158494
True	251

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	158494	99.8%
True	251	0.2%

racing_100mph
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

True	158448
False	297

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	158448	99.8%
False	297	0.2%

rx_increase
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

False	158641
True	104

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	158641	99.9%
True	104	0.1%

scuba_130ft
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

False	158596
True	149

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	158596	99.9%
True	149	0.1%

seizure_car_accident
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

False	158740
True	5

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	158740	> 99.9%
True	5	< 0.1%

tb
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

False	138332
True	20413

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	138332	87.1%
True	20413	12.9%

weight_loss
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

False	139588
True	19157

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	139588	87.9%
True	19157	12.1%

weight_loss_amount
Real number (ℝ)

SKEWED ZEROS

Distinct	241
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1881067

Minimum	0
Maximum	7403
Zeros	139638
Zeros (%)	88.0%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	20
Maximum	7403
Range	7403
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	27.034006
Coefficient of variation (CV)	8.4796426
Kurtosis	39180.065
Mean	3.1881067
Median Absolute Deviation (MAD)	0
Skewness	160.88351
Sum	506096
Variance	730.83746
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	139638	88.0%
15	3539	2.2%
20	2986	1.9%
10	2412	1.5%
12	1508	0.9%
30	1387	0.9%
25	1209	0.8%
40	648	0.4%
11	623	0.4%
50	481	0.3%
Other values (231)	4314	2.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	139638	88.0%
1	6	< 0.1%
2	24	< 0.1%
3	23	< 0.1%
4	21	< 0.1%
5	238	0.1%
6	66	< 0.1%
7	59	< 0.1%
8	154	0.1%
9	53	< 0.1%

Value	Count	Frequency (%)
7403	1	< 0.1%
4047	1	< 0.1%
2248	1	< 0.1%
1900	2	< 0.1%
1192	1	< 0.1%
1000	2	< 0.1%
511	1	< 0.1%
500	3	< 0.1%
430	1	< 0.1%
423	1	< 0.1%

weight_loss_reason
Categorical

HIGH CARDINALITY IMBALANCE

Distinct	166
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

none	151735
diet, exercise	2548
diet	782
other	673
exercise	469
Other values (161)	2538

Length

Max length	73
Median length	4
Mean length	4.3863933
Min length	4

Characters and Unicode

Total characters	696318
Distinct characters	21
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	78 ?
Unique (%)	< 0.1%

Sample

1st row	none
2nd row	none
3rd row	none
4th row	medication
5th row	none

Common Values

Value	Count	Frequency (%)
none	151735	95.6%
diet, exercise	2548	1.6%
diet	782	0.5%
other	673	0.4%
exercise	469	0.3%
childbirth	435	0.3%
exercise, diet	406	0.3%
medical_condition	272	0.2%
surgery	254	0.2%
diet, exercise, medication	116	0.1%
Other values (156)	1055	0.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
none	151735	92.8%
diet	4580	2.8%
exercise	4160	2.5%
other	1022	0.6%
childbirth	659	0.4%
medical_condition	509	0.3%
surgery	509	0.3%
medication	417	0.3%

Most occurring characters

Value	Count	Frequency (%)
n	304905	43.8%
e	171252	24.6%
o	154192	22.1%
i	12419	1.8%
t	7187	1.0%
r	6859	1.0%
d	6674	1.0%
c	6254	0.9%
	4846	0.7%
,	4846	0.7%
Other values (11)	16884	2.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	686117	98.5%
Space Separator	4846	0.7%
Other Punctuation	4846	0.7%
Connector Punctuation	509	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	304905	44.4%
e	171252	25.0%
o	154192	22.5%
i	12419	1.8%
t	7187	1.0%
r	6859	1.0%
d	6674	1.0%
c	6254	0.9%
s	4669	0.7%
x	4160	0.6%
Other values (8)	7546	1.1%

Space Separator

Value	Count	Frequency (%)
	4846	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	4846	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	509	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	686117	98.5%
Common	10201	1.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	304905	44.4%
e	171252	25.0%
o	154192	22.5%
i	12419	1.8%
t	7187	1.0%
r	6859	1.0%
d	6674	1.0%
c	6254	0.9%
s	4669	0.7%
x	4160	0.6%
Other values (8)	7546	1.1%

Common

Value	Count	Frequency (%)
	4846	47.5%
,	4846	47.5%
_	509	5.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	696318	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	304905	43.8%
e	171252	24.6%
o	154192	22.1%
i	12419	1.8%
t	7187	1.0%
r	6859	1.0%
d	6674	1.0%
c	6254	0.9%
	4846	0.7%
,	4846	0.7%
Other values (11)	16884	2.4%

cancer_type
Categorical

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

none	155691
other	2722
basal	156
squamous	122
basal, other	19
Other values (6)	35

Length

Max length	22
Median length	4
Mean length	4.0246937
Min length	4

Characters and Unicode

Total characters	638900
Distinct characters	15
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	none
2nd row	none
3rd row	none
4th row	none
5th row	none

Common Values

Value	Count	Frequency (%)
none	155691	98.1%
other	2722	1.7%
basal	156	0.1%
squamous	122	0.1%
basal, other	19	< 0.1%
basal, squamous	12	< 0.1%
squamous, other	10	< 0.1%
other, basal	6	< 0.1%
basal, squamous, other	5	< 0.1%
squamous, basal	1	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
none	155691	98.0%
other	2763	1.7%
basal	199	0.1%
squamous	151	0.1%

Most occurring characters

Value	Count	Frequency (%)
n	311382	48.7%
o	158605	24.8%
e	158454	24.8%
t	2763	0.4%
h	2763	0.4%
r	2763	0.4%
a	549	0.1%
s	501	0.1%
u	302	< 0.1%
b	199	< 0.1%
Other values (5)	619	0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	638782	> 99.9%
Other Punctuation	59	< 0.1%
Space Separator	59	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	311382	48.7%
o	158605	24.8%
e	158454	24.8%
t	2763	0.4%
h	2763	0.4%
r	2763	0.4%
a	549	0.1%
s	501	0.1%
u	302	< 0.1%
b	199	< 0.1%
Other values (3)	501	0.1%

Other Punctuation

Value	Count	Frequency (%)
,	59	100.0%

Space Separator

Value	Count	Frequency (%)
	59	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	638782	> 99.9%
Common	118	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	311382	48.7%
o	158605	24.8%
e	158454	24.8%
t	2763	0.4%
h	2763	0.4%
r	2763	0.4%
a	549	0.1%
s	501	0.1%
u	302	< 0.1%
b	199	< 0.1%
Other values (3)	501	0.1%

Common

Value	Count	Frequency (%)
,	59	50.0%
	59	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	638900	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	311382	48.7%
o	158605	24.8%
e	158454	24.8%
t	2763	0.4%
h	2763	0.4%
r	2763	0.4%
a	549	0.1%
s	501	0.1%
u	302	< 0.1%
b	199	< 0.1%
Other values (5)	619	0.1%

citizen
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

True	151693
False	7052

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	151693	95.6%
False	7052	4.4%

legal_resident
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

resident	156788
visa	998
none	959

Length

Max length	8
Median length	8
Mean length	7.9506882
Min length	4

Characters and Unicode

Total characters	1262132
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	resident
2nd row	resident
3rd row	resident
4th row	resident
5th row	resident

Common Values

Value	Count	Frequency (%)
resident	156788	98.8%
visa	998	0.6%
none	959	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
resident	156788	98.8%
visa	998	0.6%
none	959	0.6%

Most occurring characters

Value	Count	Frequency (%)
e	314535	24.9%
n	158706	12.6%
s	157786	12.5%
i	157786	12.5%
r	156788	12.4%
d	156788	12.4%
t	156788	12.4%
v	998	0.1%
a	998	0.1%
o	959	0.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1262132	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	314535	24.9%
n	158706	12.6%
s	157786	12.5%
i	157786	12.5%
r	156788	12.4%
d	156788	12.4%
t	156788	12.4%
v	998	0.1%
a	998	0.1%
o	959	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1262132	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	314535	24.9%
n	158706	12.6%
s	157786	12.5%
i	157786	12.5%
r	156788	12.4%
d	156788	12.4%
t	156788	12.4%
v	998	0.1%
a	998	0.1%
o	959	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1262132	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	314535	24.9%
n	158706	12.6%
s	157786	12.5%
i	157786	12.5%
r	156788	12.4%
d	156788	12.4%
t	156788	12.4%
v	998	0.1%
a	998	0.1%
o	959	0.1%

skydive_count
Real number (ℝ)

SKEWED ZEROS

Distinct	44
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.15561435

Minimum	0
Maximum	7800
Zeros	157778
Zeros (%)	99.4%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	7800
Range	7800
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	23.420848
Coefficient of variation (CV)	150.50571
Kurtosis	81310.571
Mean	0.15561435
Median Absolute Deviation (MAD)	0
Skewness	265.03564
Sum	24703
Variance	548.53611
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
0	157778	99.4%
1	527	0.3%
2	188	0.1%
3	60	< 0.1%
5	54	< 0.1%
4	24	< 0.1%
10	19	< 0.1%
6	13	< 0.1%
7	12	< 0.1%
50	7	< 0.1%
Other values (34)	63	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	157778	99.4%
1	527	0.3%
2	188	0.1%
3	60	< 0.1%
4	24	< 0.1%
5	54	< 0.1%
6	13	< 0.1%
7	12	< 0.1%
8	2	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
7800	1	< 0.1%
3000	2	< 0.1%
2040	1	< 0.1%
999	3	< 0.1%
700	1	< 0.1%
444	1	< 0.1%
300	2	< 0.1%
250	1	< 0.1%
200	1	< 0.1%
165	1	< 0.1%

surgery_type
Categorical

HIGH CARDINALITY IMBALANCE

Distinct	137
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

none	150433
other	4053
bone_joint	2337
csection	440
gallbladder	393
Other values (132)	1089

Length

Max length	112
Median length	4
Mean length	4.2204731
Min length	4

Characters and Unicode

Total characters	669979
Distinct characters	21
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	76 ?
Unique (%)	< 0.1%

Sample

1st row	none
2nd row	none
3rd row	none
4th row	none
5th row	none

Common Values

Value	Count	Frequency (%)
none	150433	94.8%
other	4053	2.6%
bone_joint	2337	1.5%
csection	440	0.3%
gallbladder	393	0.2%
dental	151	0.1%
cosmetic	128	0.1%
vision_hearing	118	0.1%
bone_joint, other	93	0.1%
hemorrhoid	58	< 0.1%
Other values (127)	541	0.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
none	150433	94.4%
other	4397	2.8%
bone_joint	2608	1.6%
csection	534	0.3%
gallbladder	486	0.3%
dental	337	0.2%
cosmetic	194	0.1%
vision_hearing	184	0.1%
hemorrhoid	96	0.1%
tonsil_adenoid	83	0.1%
Other values (2)	78	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
n	307531	45.9%
o	161394	24.1%
e	159474	23.8%
t	8187	1.2%
r	5303	0.8%
h	4773	0.7%
i	4238	0.6%
b	3094	0.5%
_	2919	0.4%
j	2608	0.4%
Other values (11)	10458	1.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	665690	99.4%
Connector Punctuation	2919	0.4%
Other Punctuation	685	0.1%
Space Separator	685	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
n	307531	46.2%
o	161394	24.2%
e	159474	24.0%
t	8187	1.2%
r	5303	0.8%
h	4773	0.7%
i	4238	0.6%
b	3094	0.5%
j	2608	0.4%
l	1878	0.3%
Other values (8)	7210	1.1%

Connector Punctuation

Value	Count	Frequency (%)
_	2919	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	685	100.0%

Space Separator

Value	Count	Frequency (%)
	685	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	665690	99.4%
Common	4289	0.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	307531	46.2%
o	161394	24.2%
e	159474	24.0%
t	8187	1.2%
r	5303	0.8%
h	4773	0.7%
i	4238	0.6%
b	3094	0.5%
j	2608	0.4%
l	1878	0.3%
Other values (8)	7210	1.1%

Common

Value	Count	Frequency (%)
_	2919	68.1%
,	685	16.0%
	685	16.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	669979	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	307531	45.9%
o	161394	24.1%
e	159474	23.8%
t	8187	1.2%
r	5303	0.8%
h	4773	0.7%
i	4238	0.6%
b	3094	0.5%
_	2919	0.4%
j	2608	0.4%
Other values (11)	10458	1.6%

travel_countries
Categorical

HIGH CARDINALITY IMBALANCE

Distinct	1153
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	2.4 MiB

none	151664
MX	1464
JM	317
BS	283
CA	256
Other values (1148)	4761

Length

Max length	846
Median length	4
Mean length	3.9837349
Min length	2

Characters and Unicode

Total characters	632398
Distinct characters	31
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	884 ?
Unique (%)	0.6%

Sample

1st row	none
2nd row	none
3rd row	none
4th row	none
5th row	none

Common Values

Value	Count	Frequency (%)
none	151664	95.5%
MX	1464	0.9%
JM	317	0.2%
BS	283	0.2%
CA	256	0.2%
DO	247	0.2%
IN	242	0.2%
GB	221	0.1%
IT	148	0.1%
CR	146	0.1%
Other values (1143)	3757	2.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
none	151664	93.8%
mx	1819	1.1%
bs	448	0.3%
jm	437	0.3%
gb	417	0.3%
ca	409	0.3%
it	345	0.2%
do	340	0.2%
fr	324	0.2%
in	287	0.2%
Other values (247)	5150	3.2%

Most occurring characters

Value	Count	Frequency (%)
n	303328	48.0%
o	151664	24.0%
e	151664	24.0%
	2895	0.5%
,	2895	0.5%
M	2574	0.4%
X	1864	0.3%
B	1356	0.2%
R	1208	0.2%
A	1173	0.2%
Other values (21)	11777	1.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	606656	95.9%
Uppercase Letter	19952	3.2%
Space Separator	2895	0.5%
Other Punctuation	2895	0.5%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
M	2574	12.9%
X	1864	9.3%
B	1356	6.8%
R	1208	6.1%
A	1173	5.9%
C	1146	5.7%
I	1037	5.2%
G	965	4.8%
S	934	4.7%
E	896	4.5%
Other values (16)	6799	34.1%

Lowercase Letter

Value	Count	Frequency (%)
n	303328	50.0%
o	151664	25.0%
e	151664	25.0%

Space Separator

Value	Count	Frequency (%)
	2895	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	2895	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	626608	99.1%
Common	5790	0.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
n	303328	48.4%
o	151664	24.2%
e	151664	24.2%
M	2574	0.4%
X	1864	0.3%
B	1356	0.2%
R	1208	0.2%
A	1173	0.2%
C	1146	0.2%
I	1037	0.2%
Other values (19)	9594	1.5%

Common

Value	Count	Frequency (%)
	2895	50.0%
,	2895	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	632398	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
n	303328	48.0%
o	151664	24.0%
e	151664	24.0%
	2895	0.5%
,	2895	0.5%
M	2574	0.4%
X	1864	0.3%
B	1356	0.2%
R	1208	0.2%
A	1173	0.2%
Other values (21)	11777	1.9%

Auto

Heatmap
Table

	age	height	weight	bmi_app_state	income_app_state	current_ins_value	diabetes_age	alcohol_weekly	marijuana_monthly_count	diabetes_hemoglobin	stroke_count	dui_count	weight_loss_amount	skydive_count	gender	state	approved_risk_class	current_ins	replacement_ins	marijuana	valid_drivers_license_app_state	hiv_pos	covid	previous_declined	previous_decline_reason	chestpain_diagnosis	diabetes_complications	diabetes_gestational	diabetes_hospitalization	employment_status	family_history	final_expense	inpatient	med_advice	seizure_diagnosis	stroke_diagnosis	stroke_diagnosis_multiselect	test_proc_outstanding	climbing_equipment	criminal_history	disability_audio_visual	disability_pmts_reason	expected_travel_90_days	expected_travel	expected_travel_multiselect	illicit_drugs	mental_health_hospitalized	mental_health_missed_work	pilot_student_private	racing_100mph	rx_increase	scuba_130ft	seizure_car_accident	tb	weight_loss	cancer_type	citizen	legal_resident
age	1.000	0.059	0.125	0.113	0.167	0.182	0.146	0.032	-0.139	0.143	0.043	-0.043	-0.049	-0.079	0.058	0.018	0.064	0.182	0.088	0.142	0.087	0.013	0.017	0.015	0.011	0.012	0.019	0.025	0.025	0.098	0.010	0.012	0.011	0.029	0.005	0.004	0.024	0.009	0.047	0.049	0.004	0.056	0.010	0.032	0.000	0.086	0.025	0.007	0.023	0.043	0.014	0.043	0.007	0.097	0.052	0.024	0.043	0.041
height	0.059	1.000	0.576	0.016	0.231	0.061	0.045	0.113	0.027	0.038	-0.000	0.028	-0.012	0.001	0.706	0.018	0.027	0.054	0.027	0.024	0.014	0.025	0.012	0.015	0.000	0.014	0.006	0.057	0.009	0.064	0.000	0.015	0.006	0.013	0.000	0.000	0.009	0.009	0.000	0.017	0.000	0.027	0.000	0.018	0.000	0.004	0.015	0.005	0.017	0.000	0.000	0.003	0.000	0.000	0.019	0.004	0.039	0.017
weight	0.125	0.576	1.000	0.807	0.131	0.050	0.130	0.044	-0.034	0.079	0.005	-0.008	0.127	-0.030	0.413	0.023	0.069	0.048	0.012	0.035	0.019	0.017	0.000	0.039	0.013	0.008	0.008	0.013	0.010	0.055	0.000	0.004	0.006	0.012	0.000	0.004	0.003	0.011	0.018	0.010	0.000	0.020	0.005	0.012	0.002	0.033	0.012	0.004	0.005	0.007	0.005	0.009	0.000	0.029	0.134	0.002	0.061	0.022
bmi_app_state	0.113	0.016	0.807	1.000	-0.002	0.018	0.131	-0.025	-0.056	0.075	0.008	-0.028	0.167	-0.036	0.146	0.026	0.143	0.041	0.020	0.066	0.018	0.015	0.017	0.043	0.016	0.013	0.009	0.048	0.015	0.039	0.001	0.012	0.008	0.020	0.005	0.000	0.007	0.014	0.022	0.018	0.006	0.024	0.007	0.030	0.007	0.045	0.014	0.000	0.010	0.014	0.003	0.019	0.004	0.058	0.173	0.004	0.054	0.026
income_app_state	0.167	0.231	0.131	-0.002	1.000	0.223	-0.012	0.152	-0.138	0.036	-0.018	-0.031	-0.062	-0.038	0.071	0.014	0.027	0.094	0.026	0.029	0.011	0.000	0.007	0.000	0.000	0.000	0.000	0.010	0.000	0.031	0.000	0.025	0.007	0.005	0.017	0.000	0.003	0.000	0.000	0.006	0.000	0.000	0.010	0.046	0.000	0.020	0.005	0.000	0.018	0.004	0.000	0.007	0.000	0.034	0.019	0.008	0.019	0.015
current_ins_value	0.182	0.061	0.050	0.018	0.223	1.000	0.028	0.064	-0.067	0.042	0.005	-0.028	-0.009	-0.018	0.003	0.000	0.000	0.030	0.018	0.000	0.000	0.000	0.026	0.014	0.051	0.000	0.000	0.000	0.000	0.008	0.019	0.000	0.091	0.004	0.000	0.000	0.000	0.008	0.000	0.031	0.000	0.000	0.000	0.000	0.000	0.013	0.000	0.000	0.039	0.014	0.000	0.043	0.000	0.007	0.004	0.000	0.000	0.000
diabetes_age	0.146	0.045	0.130	0.131	-0.012	0.028	1.000	-0.048	-0.025	0.685	0.027	-0.020	0.061	-0.014	0.070	0.012	0.089	0.046	0.017	0.031	0.021	0.000	0.033	0.056	0.026	0.034	0.082	0.018	0.170	0.029	0.009	0.027	0.010	0.026	0.013	0.015	0.020	0.010	0.005	0.010	0.030	0.044	0.000	0.012	0.000	0.018	0.006	0.000	0.000	0.003	0.000	0.003	0.000	0.026	0.063	0.006	0.016	0.013
alcohol_weekly	0.032	0.113	0.044	-0.025	0.152	0.064	-0.048	1.000	0.085	-0.027	-0.003	0.042	-0.007	0.017	0.108	0.018	0.027	0.030	0.019	0.081	0.011	0.005	0.025	0.018	0.009	0.025	0.000	0.012	0.000	0.027	0.011	0.016	0.005	0.012	0.025	0.000	0.000	0.021	0.017	0.020	0.000	0.000	0.000	0.053	0.000	0.048	0.000	0.000	0.008	0.007	0.000	0.037	0.000	0.092	0.002	0.008	0.005	0.001
marijuana_monthly_count	-0.139	0.027	-0.034	-0.056	-0.138	-0.067	-0.025	0.085	1.000	-0.037	-0.009	0.055	0.062	0.079	0.024	0.030	0.084	0.050	0.021	0.612	0.014	0.021	0.041	0.012	0.010	0.057	0.000	0.007	0.000	0.033	0.014	0.031	0.014	0.021	0.032	0.009	0.000	0.025	0.041	0.054	0.008	0.026	0.013	0.012	0.000	0.159	0.028	0.014	0.007	0.038	0.000	0.052	0.000	0.251	0.055	0.000	0.035	0.012
diabetes_hemoglobin	0.143	0.038	0.079	0.075	0.036	0.042	0.685	-0.027	-0.037	1.000	0.021	-0.017	0.028	-0.012	0.001	0.000	0.000	0.007	0.000	0.000	0.000	0.000	0.000	0.020	0.022	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
stroke_count	0.043	-0.000	0.005	0.008	-0.018	0.005	0.027	-0.003	-0.009	0.021	1.000	-0.004	0.009	0.002	0.000	0.000	0.001	0.000	0.012	0.000	0.000	0.000	0.023	0.000	0.000	0.033	0.014	0.000	0.069	0.008	0.000	0.041	0.036	0.005	0.017	0.000	0.219	0.007	0.032	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.005	0.000	0.044	0.041	0.000	0.058	0.000	0.000	0.005	0.000	0.000	0.000
dui_count	-0.043	0.028	-0.008	-0.028	-0.031	-0.028	-0.020	0.042	0.055	-0.017	-0.004	1.000	0.005	0.024	0.017	0.012	0.015	0.008	0.002	0.016	0.000	0.013	0.032	0.004	0.000	0.025	0.000	0.000	0.000	0.008	0.000	0.060	0.014	0.012	0.008	0.000	0.000	0.017	0.009	0.112	0.016	0.133	0.000	0.000	0.000	0.046	0.000	0.000	0.003	0.029	0.000	0.042	0.000	0.038	0.008	0.000	0.012	0.000
weight_loss_amount	-0.049	-0.012	0.127	0.167	-0.062	-0.009	0.061	-0.007	0.062	0.028	0.009	0.005	1.000	0.036	0.002	0.008	0.000	0.004	0.000	0.006	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.006	0.000	0.000	0.018	0.006	0.111	0.000	0.000	0.036	0.000	0.000	0.000	0.000	0.000	0.002	0.000	0.012	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.018	0.003	0.000	0.000
skydive_count	-0.079	0.001	-0.030	-0.036	-0.038	-0.018	-0.014	0.017	0.079	-0.012	0.002	0.024	0.036	1.000	0.003	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.029	0.017	0.021	0.000	0.000	0.000	0.000	0.000	0.000	0.204	0.114	0.009	0.000	0.000	0.000	0.036	0.032	0.000	0.000	0.000	0.000	0.020	0.000	0.007	0.000	0.000	0.044	0.000	0.000	0.074	0.000	0.009	0.006	0.000	0.000	0.000
gender	0.058	0.706	0.413	0.146	0.071	0.003	0.070	0.108	0.024	0.001	0.000	0.017	0.002	0.003	1.000	0.038	0.078	0.056	0.028	0.036	0.005	0.047	0.001	0.020	0.027	0.013	0.015	0.077	0.016	0.220	0.005	0.011	0.014	0.042	0.022	0.000	0.010	0.010	0.007	0.083	0.007	0.097	0.008	0.034	0.008	0.009	0.018	0.008	0.026	0.015	0.000	0.010	0.004	0.015	0.047	0.031	0.050	0.048
state	0.018	0.018	0.023	0.026	0.014	0.000	0.012	0.018	0.030	0.000	0.000	0.012	0.008	0.000	0.038	1.000	0.066	0.040	0.072	0.115	0.066	0.035	0.034	0.025	0.000	0.007	0.007	0.003	0.000	0.079	0.044	0.009	0.000	0.029	0.013	0.013	0.000	0.020	0.036	0.028	0.013	0.019	0.025	0.108	0.024	0.064	0.015	0.017	0.016	0.016	0.010	0.008	0.026	0.115	0.035	0.000	0.106	0.039
approved_risk_class	0.064	0.027	0.069	0.143	0.027	0.000	0.089	0.027	0.084	0.000	0.001	0.015	0.000	0.000	0.078	0.066	1.000	0.071	0.046	0.173	0.097	0.089	0.087	0.126	0.064	0.025	0.020	0.043	0.030	0.137	0.021	0.046	0.029	0.081	0.027	0.009	0.023	0.058	0.014	0.116	0.022	0.118	0.008	0.039	0.006	0.162	0.049	0.018	0.032	0.019	0.021	0.025	0.000	0.317	0.086	0.056	0.059	0.052
current_ins	0.182	0.054	0.048	0.041	0.094	0.030	0.046	0.030	0.050	0.007	0.000	0.008	0.004	0.000	0.056	0.040	0.071	1.000	0.318	0.063	0.028	0.018	0.002	0.022	0.029	0.000	0.009	0.007	0.000	0.127	0.006	0.010	0.010	0.061	0.000	0.000	0.005	0.016	0.009	0.079	0.000	0.047	0.013	0.048	0.000	0.053	0.006	0.000	0.010	0.008	0.005	0.000	0.000	0.076	0.006	0.031	0.022	0.019
replacement_ins	0.088	0.027	0.012	0.020	0.026	0.018	0.017	0.019	0.021	0.000	0.012	0.002	0.000	0.000	0.028	0.072	0.046	0.318	1.000	0.026	0.011	0.008	0.002	0.006	0.017	0.000	0.000	0.003	0.000	0.036	0.007	0.000	0.014	0.028	0.000	0.000	0.000	0.005	0.000	0.033	0.000	0.000	0.004	0.020	0.000	0.021	0.000	0.000	0.008	0.000	0.000	0.000	0.000	0.036	0.006	0.000	0.014	0.010
marijuana	0.142	0.024	0.035	0.066	0.029	0.000	0.031	0.081	0.612	0.000	0.000	0.016	0.006	0.000	0.036	0.115	0.173	0.063	0.026	1.000	0.007	0.031	0.042	0.018	0.031	0.046	0.006	0.002	0.002	0.108	0.011	0.050	0.027	0.052	0.040	0.004	0.006	0.033	0.039	0.185	0.002	0.048	0.011	0.030	0.005	0.194	0.039	0.013	0.005	0.036	0.000	0.041	0.002	0.277	0.061	0.010	0.047	0.028
valid_drivers_license_app_state	0.087	0.014	0.019	0.018	0.011	0.000	0.021	0.011	0.014	0.000	0.000	0.000	0.000	0.000	0.005	0.066	0.097	0.028	0.011	0.007	1.000	0.010	0.009	0.011	0.009	0.000	0.000	0.003	0.001	0.050	0.005	0.000	0.000	0.024	0.018	0.000	0.000	0.007	0.000	0.024	0.000	0.017	0.000	0.000	0.000	0.018	0.005	0.000	0.002	0.000	0.000	0.000	0.000	0.023	0.011	0.011	0.029	0.007
hiv_pos	0.013	0.025	0.017	0.015	0.000	0.000	0.000	0.005	0.021	0.000	0.000	0.013	0.000	0.000	0.047	0.035	0.089	0.018	0.008	0.031	0.010	1.000	0.033	0.030	0.033	0.031	0.000	0.000	0.002	0.049	0.008	0.051	0.046	0.018	0.026	0.000	0.000	0.015	0.000	0.025	0.008	0.052	0.001	0.003	0.023	0.038	0.000	0.000	0.009	0.000	0.000	0.013	0.000	0.052	0.004	0.025	0.005	0.002
covid	0.017	0.012	0.000	0.017	0.007	0.026	0.033	0.025	0.041	0.000	0.023	0.032	0.000	0.029	0.001	0.034	0.087	0.002	0.002	0.042	0.009	0.033	1.000	0.034	0.041	0.095	0.007	0.011	0.012	0.059	0.008	0.136	0.108	0.052	0.037	0.000	0.015	0.031	0.023	0.058	0.026	0.081	0.001	0.024	0.000	0.058	0.008	0.000	0.018	0.031	0.000	0.037	0.000	0.074	0.049	0.025	0.001	0.004
previous_declined	0.015	0.015	0.039	0.043	0.000	0.014	0.056	0.018	0.012	0.020	0.000	0.004	0.000	0.017	0.020	0.025	0.126	0.022	0.006	0.018	0.011	0.030	0.034	1.000	0.977	0.053	0.024	0.015	0.006	0.052	0.013	0.049	0.021	0.075	0.025	0.000	0.021	0.027	0.000	0.020	0.007	0.068	0.006	0.013	0.000	0.019	0.008	0.002	0.004	0.001	0.003	0.015	0.000	0.035	0.024	0.032	0.015	0.006
previous_decline_reason	0.011	0.000	0.013	0.016	0.000	0.051	0.026	0.009	0.010	0.022	0.000	0.000	0.000	0.021	0.027	0.000	0.064	0.029	0.017	0.031	0.009	0.033	0.041	0.977	1.000	0.100	0.000	0.019	0.000	0.015	0.021	0.024	0.022	0.038	0.027	0.000	0.000	0.033	0.007	0.056	0.016	0.008	0.017	0.012	0.018	0.046	0.007	0.065	0.043	0.009	0.000	0.061	0.105	0.046	0.028	0.041	0.016	0.000
chestpain_diagnosis	0.012	0.014	0.008	0.013	0.000	0.000	0.034	0.025	0.057	0.000	0.033	0.025	0.000	0.000	0.013	0.007	0.025	0.000	0.000	0.046	0.000	0.031	0.095	0.053	0.100	1.000	0.000	0.056	0.000	0.032	0.000	0.224	0.119	0.079	0.117	0.000	0.105	0.087	0.073	0.039	0.066	0.067	0.000	0.029	0.000	0.060	0.071	0.000	0.106	0.077	0.000	0.144	0.000	0.075	0.052	0.138	0.000	0.000
diabetes_complications	0.019	0.006	0.008	0.009	0.000	0.000	0.082	0.000	0.000	0.000	0.014	0.000	0.000	0.000	0.015	0.007	0.020	0.009	0.000	0.006	0.000	0.000	0.007	0.024	0.000	0.000	1.000	0.000	0.000	0.023	0.000	0.039	0.016	0.028	0.000	0.000	0.115	0.013	0.000	0.000	0.000	0.063	0.000	0.000	0.000	0.000	0.002	0.000	0.000	0.000	0.000	0.000	0.000	0.018	0.020	0.004	0.000	0.000
diabetes_gestational	0.025	0.057	0.013	0.048	0.010	0.000	0.018	0.012	0.007	0.000	0.000	0.000	0.000	0.000	0.077	0.003	0.043	0.007	0.003	0.002	0.003	0.000	0.011	0.015	0.019	0.056	0.000	1.000	0.000	0.031	0.000	0.037	0.032	0.017	0.036	0.000	0.015	0.000	0.000	0.012	0.002	0.052	0.000	0.003	0.000	0.007	0.000	0.000	0.000	0.000	0.000	0.006	0.006	0.009	0.024	0.016	0.000	0.000
diabetes_hospitalization	0.025	0.009	0.010	0.015	0.000	0.000	0.170	0.000	0.000	0.000	0.069	0.000	0.000	0.000	0.016	0.000	0.030	0.000	0.000	0.002	0.001	0.002	0.012	0.006	0.000	0.000	0.000	0.000	1.000	0.033	0.000	0.061	0.044	0.030	0.000	0.000	0.026	0.001	0.000	0.000	0.000	0.030	0.000	0.000	0.000	0.000	0.007	0.000	0.000	0.000	0.000	0.000	0.000	0.014	0.014	0.000	0.000	0.003
employment_status	0.098	0.064	0.055	0.039	0.031	0.008	0.029	0.027	0.033	0.000	0.008	0.008	0.006	0.000	0.220	0.079	0.137	0.127	0.036	0.108	0.050	0.049	0.059	0.052	0.015	0.032	0.023	0.031	0.033	1.000	0.232	0.065	0.028	0.068	0.027	0.053	0.027	0.044	0.014	0.050	0.044	0.209	0.098	0.049	0.000	0.133	0.046	0.094	0.011	0.018	0.009	0.018	0.017	0.217	0.082	0.025	0.060	0.031
family_history	0.010	0.000	0.000	0.001	0.000	0.019	0.009	0.011	0.014	0.000	0.000	0.000	0.000	0.000	0.005	0.044	0.021	0.006	0.007	0.011	0.005	0.008	0.008	0.013	0.021	0.000	0.000	0.000	0.000	0.232	1.000	0.000	0.000	0.017	0.000	0.038	0.000	0.002	0.000	0.016	0.000	0.000	0.053	0.002	0.000	0.013	0.026	0.088	0.000	0.008	0.000	0.006	0.046	0.031	0.013	0.000	0.000	0.005
final_expense	0.012	0.015	0.004	0.012	0.025	0.000	0.027	0.016	0.031	0.000	0.041	0.060	0.000	0.204	0.011	0.009	0.046	0.010	0.000	0.050	0.000	0.051	0.136	0.049	0.024	0.224	0.039	0.037	0.061	0.065	0.000	1.000	0.236	0.099	0.080	0.000	0.056	0.092	0.027	0.027	0.040	0.213	0.000	0.030	0.000	0.072	0.016	0.000	0.124	0.029	0.000	0.169	0.000	0.074	0.056	0.114	0.010	0.000
inpatient	0.011	0.006	0.006	0.008	0.007	0.091	0.010	0.005	0.014	0.000	0.036	0.014	0.018	0.114	0.014	0.000	0.029	0.010	0.014	0.027	0.000	0.046	0.108	0.021	0.022	0.119	0.016	0.032	0.044	0.028	0.000	0.236	1.000	0.039	0.114	0.000	0.022	0.051	0.030	0.017	0.050	0.243	0.000	0.021	0.040	0.039	0.000	0.000	0.070	0.052	0.000	0.074	0.000	0.054	0.039	0.073	0.010	0.009
med_advice	0.029	0.013	0.012	0.020	0.005	0.004	0.026	0.012	0.021	0.000	0.005	0.012	0.006	0.009	0.042	0.029	0.081	0.061	0.028	0.052	0.024	0.018	0.052	0.075	0.038	0.079	0.028	0.017	0.030	0.068	0.017	0.099	0.039	1.000	0.032	0.000	0.023	0.415	0.020	0.014	0.009	0.102	0.006	0.030	0.052	0.040	0.013	0.005	0.009	0.011	0.000	0.015	0.000	0.075	0.089	0.081	0.021	0.008
seizure_diagnosis	0.005	0.000	0.000	0.005	0.017	0.000	0.013	0.025	0.032	0.000	0.017	0.008	0.111	0.000	0.022	0.013	0.027	0.000	0.000	0.040	0.018	0.026	0.037	0.025	0.027	0.117	0.000	0.036	0.000	0.027	0.000	0.080	0.114	0.032	1.000	0.000	0.000	0.043	0.037	0.052	0.019	0.023	0.000	0.000	0.000	0.055	0.032	0.000	0.062	0.027	0.000	0.083	0.447	0.059	0.026	0.141	0.000	0.000
stroke_diagnosis	0.004	0.000	0.004	0.000	0.000	0.000	0.015	0.000	0.009	0.000	0.000	0.000	0.000	0.000	0.000	0.013	0.009	0.000	0.000	0.004	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.053	0.038	0.000	0.000	0.000	0.000	1.000	0.000	0.018	0.000	0.006	0.000	0.121	0.042	0.000	0.000	0.009	0.022	0.027	0.011	0.017	0.000	0.000	0.000	0.007	0.000	0.000	0.000	0.000
stroke_diagnosis_multiselect	0.024	0.009	0.003	0.007	0.003	0.000	0.020	0.000	0.000	0.000	0.219	0.000	0.000	0.000	0.010	0.000	0.023	0.005	0.000	0.006	0.000	0.000	0.015	0.021	0.000	0.105	0.115	0.015	0.026	0.027	0.000	0.056	0.022	0.023	0.000	0.000	1.000	0.008	0.009	0.000	0.014	0.031	0.000	0.000	0.000	0.000	0.004	0.000	0.014	0.012	0.000	0.019	0.000	0.023	0.012	0.009	0.004	0.000
test_proc_outstanding	0.009	0.009	0.011	0.014	0.000	0.008	0.010	0.021	0.025	0.000	0.007	0.017	0.036	0.036	0.010	0.020	0.058	0.016	0.005	0.033	0.007	0.015	0.031	0.027	0.033	0.087	0.013	0.000	0.001	0.044	0.002	0.092	0.051	0.415	0.043	0.018	0.008	1.000	0.008	0.021	0.004	0.062	0.013	0.015	0.000	0.030	0.006	0.010	0.006	0.014	0.000	0.019	0.005	0.041	0.025	0.043	0.000	0.002
climbing_equipment	0.047	0.000	0.018	0.022	0.000	0.000	0.005	0.017	0.041	0.000	0.032	0.009	0.000	0.032	0.007	0.036	0.014	0.009	0.000	0.039	0.000	0.000	0.023	0.000	0.007	0.073	0.000	0.000	0.000	0.014	0.000	0.027	0.030	0.020	0.037	0.000	0.009	0.008	1.000	0.038	0.002	0.025	0.009	0.035	0.000	0.045	0.000	0.006	0.025	0.124	0.000	0.015	0.000	0.031	0.020	0.012	0.000	0.000
criminal_history	0.049	0.017	0.010	0.018	0.006	0.031	0.010	0.020	0.054	0.000	0.000	0.112	0.000	0.000	0.083	0.028	0.116	0.079	0.033	0.185	0.024	0.025	0.058	0.020	0.056	0.039	0.000	0.012	0.000	0.050	0.016	0.027	0.017	0.014	0.052	0.006	0.000	0.021	0.038	1.000	0.010	0.047	0.012	0.020	0.000	0.331	0.047	0.026	0.013	0.045	0.000	0.055	0.015	0.269	0.027	0.013	0.046	0.018
disability_audio_visual	0.004	0.000	0.000	0.006	0.000	0.000	0.030	0.000	0.008	0.000	0.000	0.016	0.000	0.000	0.007	0.013	0.022	0.000	0.000	0.002	0.000	0.008	0.026	0.007	0.016	0.066	0.000	0.002	0.000	0.044	0.000	0.040	0.050	0.009	0.019	0.000	0.014	0.004	0.002	0.010	1.000	0.155	0.000	0.005	0.000	0.006	0.000	0.000	0.010	0.000	0.000	0.000	0.000	0.015	0.009	0.000	0.005	0.000
disability_pmts_reason	0.056	0.027	0.020	0.024	0.000	0.000	0.044	0.000	0.026	0.000	0.000	0.133	0.000	0.000	0.097	0.019	0.118	0.047	0.000	0.048	0.017	0.052	0.081	0.068	0.008	0.067	0.063	0.052	0.030	0.209	0.000	0.213	0.243	0.102	0.023	0.121	0.031	0.062	0.025	0.047	0.155	1.000	0.019	0.039	0.000	0.048	0.055	0.054	0.060	0.000	0.000	0.012	0.036	0.108	0.060	0.094	0.054	0.022
expected_travel_90_days	0.010	0.000	0.005	0.007	0.010	0.000	0.000	0.000	0.013	0.000	0.000	0.000	0.000	0.000	0.008	0.025	0.008	0.013	0.004	0.011	0.000	0.001	0.001	0.006	0.017	0.000	0.000	0.000	0.000	0.098	0.053	0.000	0.000	0.006	0.000	0.042	0.000	0.013	0.009	0.012	0.000	0.019	1.000	0.187	0.000	0.004	0.021	0.028	0.019	0.017	0.000	0.027	0.000	0.015	0.006	0.000	0.018	0.013
expected_travel	0.032	0.018	0.012	0.030	0.046	0.000	0.012	0.053	0.012	0.000	0.000	0.000	0.002	0.020	0.034	0.108	0.039	0.048	0.020	0.030	0.000	0.003	0.024	0.013	0.012	0.029	0.000	0.003	0.000	0.049	0.002	0.030	0.021	0.030	0.000	0.000	0.000	0.015	0.035	0.020	0.005	0.039	0.187	1.000	0.000	0.000	0.000	0.000	0.028	0.030	0.000	0.037	0.000	0.012	0.024	0.011	0.067	0.036
expected_travel_multiselect	0.000	0.000	0.002	0.007	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.008	0.024	0.006	0.000	0.000	0.005	0.000	0.023	0.000	0.000	0.018	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.040	0.052	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.005	0.003	0.000	0.013	0.012
illicit_drugs	0.086	0.004	0.033	0.045	0.020	0.013	0.018	0.048	0.159	0.000	0.000	0.046	0.012	0.007	0.009	0.064	0.162	0.053	0.021	0.194	0.018	0.038	0.058	0.019	0.046	0.060	0.000	0.007	0.000	0.133	0.013	0.072	0.039	0.040	0.055	0.009	0.000	0.030	0.045	0.331	0.006	0.048	0.004	0.000	0.000	1.000	0.046	0.009	0.012	0.038	0.004	0.051	0.013	0.292	0.047	0.006	0.027	0.014
mental_health_hospitalized	0.025	0.015	0.012	0.014	0.005	0.000	0.006	0.000	0.028	0.000	0.005	0.000	0.000	0.000	0.018	0.015	0.049	0.006	0.000	0.039	0.005	0.000	0.008	0.008	0.007	0.071	0.002	0.000	0.007	0.046	0.026	0.016	0.000	0.013	0.032	0.022	0.004	0.006	0.000	0.047	0.000	0.055	0.021	0.000	0.000	0.046	1.000	0.000	0.000	0.000	0.000	0.000	0.028	0.035	0.018	0.000	0.008	0.005
mental_health_missed_work	0.007	0.005	0.004	0.000	0.000	0.000	0.000	0.000	0.014	0.000	0.000	0.000	0.000	0.000	0.008	0.017	0.018	0.000	0.000	0.013	0.000	0.000	0.000	0.002	0.065	0.000	0.000	0.000	0.000	0.094	0.088	0.000	0.000	0.005	0.000	0.027	0.000	0.010	0.006	0.026	0.000	0.054	0.028	0.000	0.000	0.009	0.000	1.000	0.000	0.000	0.000	0.000	0.024	0.008	0.000	0.000	0.000	0.000
pilot_student_private	0.023	0.017	0.005	0.010	0.018	0.039	0.000	0.008	0.007	0.000	0.044	0.003	0.000	0.044	0.026	0.016	0.032	0.010	0.008	0.005	0.002	0.009	0.018	0.004	0.043	0.106	0.000	0.000	0.000	0.011	0.000	0.124	0.070	0.009	0.062	0.011	0.014	0.006	0.025	0.013	0.010	0.060	0.019	0.028	0.000	0.012	0.000	0.000	1.000	0.015	0.000	0.100	0.000	0.010	0.005	0.045	0.003	0.000
racing_100mph	0.043	0.000	0.007	0.014	0.004	0.014	0.003	0.007	0.038	0.000	0.041	0.029	0.000	0.000	0.015	0.016	0.019	0.008	0.000	0.036	0.000	0.000	0.031	0.001	0.009	0.077	0.000	0.000	0.000	0.018	0.008	0.029	0.052	0.011	0.027	0.017	0.012	0.014	0.124	0.045	0.000	0.000	0.017	0.030	0.000	0.038	0.000	0.000	0.015	1.000	0.000	0.030	0.000	0.036	0.018	0.000	0.004	0.000
rx_increase	0.014	0.000	0.005	0.003	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.010	0.021	0.005	0.000	0.000	0.000	0.000	0.000	0.003	0.000	0.000	0.000	0.000	0.000	0.009	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.004	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.008	0.000	0.000	0.009	0.000
scuba_130ft	0.043	0.003	0.009	0.019	0.007	0.043	0.003	0.037	0.052	0.000	0.058	0.042	0.000	0.074	0.010	0.008	0.025	0.000	0.000	0.041	0.000	0.013	0.037	0.015	0.061	0.144	0.000	0.006	0.000	0.018	0.006	0.169	0.074	0.015	0.083	0.000	0.019	0.019	0.015	0.055	0.000	0.012	0.027	0.037	0.000	0.051	0.000	0.000	0.100	0.030	0.000	1.000	0.000	0.042	0.027	0.057	0.000	0.000
seizure_car_accident	0.007	0.000	0.000	0.004	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.004	0.026	0.000	0.000	0.000	0.002	0.000	0.000	0.000	0.000	0.105	0.000	0.000	0.006	0.000	0.017	0.046	0.000	0.000	0.000	0.447	0.000	0.000	0.005	0.000	0.015	0.000	0.036	0.000	0.000	0.000	0.013	0.028	0.024	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000
tb	0.097	0.000	0.029	0.058	0.034	0.007	0.026	0.092	0.251	0.000	0.000	0.038	0.000	0.009	0.015	0.115	0.317	0.076	0.036	0.277	0.023	0.052	0.074	0.035	0.046	0.075	0.018	0.009	0.014	0.217	0.031	0.074	0.054	0.075	0.059	0.007	0.023	0.041	0.031	0.269	0.015	0.108	0.015	0.012	0.005	0.292	0.035	0.008	0.010	0.036	0.008	0.042	0.000	1.000	0.077	0.019	0.044	0.018
weight_loss	0.052	0.019	0.134	0.173	0.019	0.004	0.063	0.002	0.055	0.000	0.005	0.008	0.018	0.006	0.047	0.035	0.086	0.006	0.006	0.061	0.011	0.004	0.049	0.024	0.028	0.052	0.020	0.024	0.014	0.082	0.013	0.056	0.039	0.089	0.026	0.000	0.012	0.025	0.020	0.027	0.009	0.060	0.006	0.024	0.003	0.047	0.018	0.000	0.005	0.018	0.000	0.027	0.000	0.077	1.000	0.021	0.033	0.019
cancer_type	0.024	0.004	0.002	0.004	0.008	0.000	0.006	0.008	0.000	0.000	0.000	0.000	0.003	0.000	0.031	0.000	0.056	0.031	0.000	0.010	0.011	0.025	0.025	0.032	0.041	0.138	0.004	0.016	0.000	0.025	0.000	0.114	0.073	0.081	0.141	0.000	0.009	0.043	0.012	0.013	0.000	0.094	0.000	0.011	0.000	0.006	0.000	0.000	0.045	0.000	0.000	0.057	0.000	0.019	0.021	1.000	0.010	0.003
citizen	0.043	0.039	0.061	0.054	0.019	0.000	0.016	0.005	0.035	0.000	0.000	0.012	0.000	0.000	0.050	0.106	0.059	0.022	0.014	0.047	0.029	0.005	0.001	0.015	0.016	0.000	0.000	0.000	0.000	0.060	0.000	0.010	0.010	0.021	0.000	0.000	0.004	0.000	0.000	0.046	0.005	0.054	0.018	0.067	0.013	0.027	0.008	0.000	0.003	0.004	0.009	0.000	0.000	0.044	0.033	0.010	1.000	0.518
legal_resident	0.041	0.017	0.022	0.026	0.015	0.000	0.013	0.001	0.012	0.000	0.000	0.000	0.000	0.000	0.048	0.039	0.052	0.019	0.010	0.028	0.007	0.002	0.004	0.006	0.000	0.000	0.000	0.000	0.003	0.031	0.005	0.000	0.009	0.008	0.000	0.000	0.000	0.002	0.000	0.018	0.000	0.022	0.013	0.036	0.012	0.014	0.005	0.000	0.000	0.000	0.000	0.000	0.000	0.018	0.019	0.003	0.518	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	age	gender	height	weight	state	approved_risk_class	bmi_app_state	income_app_state	current_ins	replacement_ins	diabetes_age	alcohol_weekly	marijuana_monthly_count	marijuana	occupation_description	risky_activities	valid_drivers_license_app_state	hiv_pos	covid	previous_declined	previous_decline_reason	chestpain_diagnosis	diabetes_complications	diabetes_gestational	diabetes_hemoglobin	diabetes_hospitalization	employment_status	family_history	final_expense	inpatient	med_advice	med_conditions	seizure_diagnosis	stroke_diagnosis	stroke_diagnosis_multiselect	test_proc_outstanding	test_proc_type	climbing_equipment	criminal_history	disability_audio_visual	disability_pmts_reason	expected_travel_90_days	expected_travel	expected_travel_multiselect	illicit_drugs	mental_health_diagnosis	mental_health_hospitalized	mental_health_missed_work	pilot_student_private	racing_100mph	rx_increase	scuba_130ft	seizure_car_accident	tb	weight_loss	weight_loss_amount	weight_loss_reason	cancer_type	citizen	legal_resident	surgery_type	travel_countries
0	48.534878	male	68.0	195.0	TX	declined	29.646410	36400	no	no	-1.0	0.0	0.0	False	Buy and sell online	none	true	false	false	false	none	none	none	False	-1.0	no	parttime	no	none	none	none	none	none	none	none	False	none	True	felony	false	none	none	no	none	False	none	false	false	False	True	False	false	false	false	False	0.0	none	none	yes	resident	none	none
1	42.716825	male	67.0	200.0	NM	declined	31.321007	9528	no	no	-1.0	0.0	0.0	False	other	none	true	false	false	false	none	none	none	False	-1.0	no	unemployed	no	none	none	none	none	none	none	none	False	none	True	misdemeanor, felony	false	ssdi	none	no	none	True	none	false	false	False	True	False	false	false	false	False	0.0	none	none	yes	resident	none	none
2	54.399474	male	66.0	193.0	KS	declined	31.147612	9396	no	no	-1.0	0.0	0.0	False	other	none	true	false	false	false	none	none	none	False	-1.0	no	stay_at_home	no	none	none	test_procedure	liver_cirrhosis	none	none	none	False	none	True	none	false	ssdi	none	no	none	False	none	false	false	False	True	False	false	false	true	False	0.0	none	none	yes	resident	none	none
3	50.336420	female	63.0	140.0	OK	declined	24.797178	82000	no	no	-1.0	0.0	20.0	True	other	none	true	false	false	false	none	none	none	False	-1.0	no	other	yes	none	none	none	none	none	none	none	False	none	True	none	false	none	none	no	none	False	depression, anxiety, add	false	false	False	True	False	false	false	false	True	20.0	medication	none	yes	resident	none	none
4	42.725039	female	61.0	132.0	IN	declined	24.938457	72000	no	no	-1.0	0.0	0.0	False	other	none	true	false	false	false	none	none	none	False	-1.0	no	fulltime_student	no	none	none	test_procedure	depression	none	none	none	True	mammogram, ekg	True	none	false	ssdi	none	no	none	False	bipolar	false	false	False	True	False	false	false	false	False	0.0	none	none	yes	resident	none	none
5	48.868902	female	64.0	129.0	IN	declined	22.140381	576000	no	no	-1.0	0.0	0.0	False	other	none	true	false	false	false	none	none	none	False	-1.0	no	fulltime_student	no	none	none	none	none	none	none	none	False	none	True	none	false	none	none	no	none	False	none	false	false	False	True	False	false	false	false	False	0.0	none	none	yes	resident	none	none
6	29.207992	female	68.0	165.0	SC	declined	25.085424	10400	no	no	-1.0	0.0	0.0	False	Babysitter	none	true	false	false	false	none	none	none	False	-1.0	no	parttime	no	none	none	none	sickle_cell	none	none	none	False	none	True	none	false	other	none	no	none	False	none	false	false	False	True	False	false	false	false	False	0.0	none	none	yes	resident	none	none
7	57.422124	male	75.0	235.0	FL	declined	29.369778	100000	no	no	-1.0	6.0	0.0	False	Restaurant owner	none	true	false	false	false	none	none	none	False	-1.0	no	fulltime	no	none	none	none	none	none	none	none	False	none	True	none	false	none	none	no	extended_travel	False	none	false	false	False	True	False	false	false	false	False	0.0	none	none	no	none	none	none
8	38.029528	female	61.0	110.0	MA	elite_nt	20.782048	67000	no	no	-1.0	0.0	0.0	False	other	none	true	false	false	false	none	none	none	False	-1.0	no	other	no	none	none	none	none	none	none	none	False	none	True	none	false	none	none	no	none	False	none	false	false	False	True	False	false	false	false	False	0.0	none	none	yes	resident	none	none
9	38.065121	male	69.0	186.0	CA	declined	27.464398	85200	no	no	-1.0	0.0	0.0	False	other	none	true	false	false	false	none	none	none	False	-1.0	no	other	no	none	none	none	none	none	none	none	False	none	True	none	false	none	yes	yes	none	False	anxiety	false	false	False	True	False	false	false	false	False	0.0	none	none	yes	resident	none	none

	age	gender	height	weight	state	approved_risk_class	bmi_app_state	income_app_state	current_ins	current_ins_value	replacement_ins	diabetes_age	alcohol_weekly	marijuana_monthly_count	marijuana	occupation_description	risky_activities	valid_drivers_license_app_state	hiv_pos	covid	previous_declined	previous_decline_reason	chestpain_diagnosis	diabetes_complications	diabetes_gestational	diabetes_hemoglobin	diabetes_hospitalization	employment_status	family_history	final_expense	inpatient	med_advice	med_conditions	seizure_diagnosis	stroke_diagnosis	stroke_diagnosis_multiselect	test_proc_outstanding	test_proc_type	climbing_equipment	criminal_history	disability_audio_visual	disability_pmts_reason	expected_travel_90_days	expected_travel	expected_travel_multiselect	illicit_drugs	mental_health_diagnosis	mental_health_hospitalized	mental_health_missed_work	pilot_student_private	racing_100mph	rx_increase	scuba_130ft	seizure_car_accident	tb	weight_loss	weight_loss_amount	weight_loss_reason	cancer_type	citizen	legal_resident	surgery_type	travel_countries
173547	51.004470	female	66.0	154.0	PA	elite_nt	24.853535	98800	yes	400000.0	yes	-1.0	0.0	0.0	False	pharmacist	none	true	false	false	false	none	none	none	False	-1.0	no	fulltime	no	none	none	none	none	none	none	none	False	none	True	none	false	none	none	yes	none	False	none	false	false	False	True	False	false	false	false	False	0.0	none	none	yes	resident	none	AW
173548	38.122617	female	65.0	207.0	PA	essential_nt	34.442840	14958	no	0.0	no	-1.0	0.0	3.0	True	Foodservice	none	false	false	false	false	none	none	none	False	-1.0	no	parttime	no	none	none	none	none	none	none	none	False	none	True	none	false	none	none	no	none	False	none	false	false	False	True	False	false	false	false	False	0.0	none	none	yes	resident	none	none
173549	44.307549	male	72.0	190.0	PA	preferred_nt	25.765818	227000	yes	300000.0	no	-1.0	1.0	0.0	False	Security systems installer - business owner and operator	none	true	false	false	false	none	none	none	False	-1.0	no	fulltime	no	none	none	none	none	none	none	none	False	none	True	none	false	none	none	no	none	False	none	false	false	False	True	False	false	false	false	False	0.0	none	none	yes	resident	none	none
173550	37.156136	male	70.0	185.0	PA	elite_nt	26.541837	117000	no	0.0	no	-1.0	1.0	0.0	False	Environmental Consulting	none	true	false	false	false	none	none	none	False	-1.0	no	fulltime	no	none	none	none	none	none	none	none	False	none	True	none	false	none	none	no	none	False	none	false	false	False	True	False	false	false	false	False	0.0	none	none	yes	resident	none	none
173551	40.364963	female	63.0	130.0	PA	essential_nt	23.025951	0	no	0.0	no	-1.0	0.0	0.0	False	other	none	true	false	false	false	none	none	none	False	-1.0	no	stay_at_home	no	none	none	test_procedure	none	none	none	none	False	none	True	none	false	none	none	no	none	False	none	false	false	False	True	False	false	false	false	False	0.0	none	none	yes	resident	none	none
173552	35.020569	female	61.0	150.0	ME	declined	28.339156	70000	no	0.0	no	-1.0	0.0	2.0	True	nurse / operations manager	none	true	false	false	false	none	none	none	False	-1.0	no	fulltime	no	none	none	none	none	none	none	none	False	none	True	none	false	none	none	no	none	False	none	false	false	False	True	False	false	false	false	True	50.0	surgery	none	yes	resident	none	none
173553	41.312279	female	69.0	198.0	ME	declined	29.236295	169000	no	0.0	no	-1.0	1.0	0.0	False	Pharmacist	none	true	false	false	false	none	none	none	False	-1.0	no	fulltime	no	none	none	surgery	none	none	none	none	False	none	True	none	false	none	none	no	none	False	none	false	false	False	True	False	false	false	false	False	0.0	none	none	yes	resident	other	none
173554	40.214378	male	72.0	196.0	PA	declined	26.579475	11772	no	0.0	no	-1.0	0.0	0.0	False	other	none	true	false	false	false	none	none	none	False	-1.0	no	unemployed	no	none	none	none	none	none	none	none	False	none	True	none	false	none	none	no	none	False	none	false	false	False	True	False	false	false	false	False	0.0	none	none	yes	resident	none	none
173555	32.887739	male	75.0	200.0	PA	declined	24.995556	369200	no	0.0	no	-1.0	0.0	0.0	False	Research Engineer	none	true	false	false	false	none	none	none	False	-1.0	no	fulltime	no	none	none	none	none	none	none	none	False	none	True	misdemeanor	false	none	none	no	none	False	none	false	false	False	True	False	false	false	false	False	0.0	none	none	yes	resident	none	none
173556	37.306721	male	70.0	160.0	PA	declined	22.955102	36400	no	0.0	no	-1.0	0.0	5.0	True	Construction	none	true	false	false	false	none	none	none	False	-1.0	no	fulltime	no	none	none	surgery	none	none	none	none	False	none	True	misdemeanor	false	none	none	no	none	True	none	false	false	False	True	False	false	false	false	False	0.0	none	none	yes	resident	other	none

Most frequently occurring

	age	gender	height	weight	state	approved_risk_class	bmi_app_state	income_app_state	current_ins	current_ins_value	replacement_ins	diabetes_age	alcohol_weekly	marijuana	occupation_description	risky_activities	valid_drivers_license_app_state	hiv_pos	covid	previous_declined	previous_decline_reason	chestpain_diagnosis	diabetes_complications	diabetes_gestational	diabetes_hemoglobin	diabetes_hospitalization	employment_status	family_history	final_expense	inpatient	med_advice	med_conditions	seizure_diagnosis	stroke_diagnosis	stroke_diagnosis_multiselect	test_proc_outstanding	test_proc_type	climbing_equipment	criminal_history	disability_audio_visual	disability_pmts_reason	expected_travel_90_days	expected_travel	expected_travel_multiselect	illicit_drugs	mental_health_diagnosis	mental_health_hospitalized	mental_health_missed_work	pilot_student_private	racing_100mph	rx_increase	scuba_130ft	seizure_car_accident	tb	weight_loss	weight_loss_reason	cancer_type	citizen	legal_resident	surgery_type	travel_countries	# duplicates
15	41.194549	male	72.0	190.0	TX	elite_nt	25.765818	165696	yes	750000.0	no	-1.0	0.0	False	Engineer	none	true	false	false	false	none	none	none	False	-1.0	no	fulltime	no	none	none	none	none	none	none	none	False	none	True	none	false	none	none	no	none	False	none	false	false	False	True	False	false	false	false	False	none	none	no	visa	none	none	3
0	18.861441	female	64.0	130.0	MS	essential_nt	22.312012	13000	no	0.0	no	-1.0	0.0	False	other	none	true	false	false	false	none	none	none	False	-1.0	no	fulltime_student	no	none	none	none	none	none	none	none	False	none	True	none	false	none	none	no	none	False	none	false	false	False	True	False	false	false	false	False	none	none	yes	resident	none	none	2
1	22.382390	female	63.0	110.0	GA	select_nt	19.483497	0	no	0.0	no	-1.0	0.0	False	other	none	true	false	false	false	none	none	none	False	-1.0	no	parttime_student	no	none	none	none	none	none	none	none	False	none	True	none	false	none	none	no	none	False	none	false	false	False	True	False	false	false	false	False	none	none	yes	resident	none	none	2
2	28.723382	male	65.0	145.0	CA	elite_nt	24.126627	39000	no	0.0	no	-1.0	1.0	False	Stocker	none	true	false	false	false	none	none	none	False	-1.0	no	fulltime	no	none	none	none	none	none	none	none	False	none	True	none	false	none	none	no	none	False	none	false	false	False	True	False	false	false	false	False	none	none	no	resident	none	none	2
3	28.824685	female	64.0	160.0	WV	select_nt	27.460938	3744	no	0.0	no	-1.0	0.0	False	other	none	true	false	false	false	none	none	none	False	-1.0	no	other	no	none	none	none	none	none	none	none	False	none	True	none	false	none	none	no	none	False	none	false	false	False	True	False	false	false	false	False	none	none	yes	resident	none	none	2
4	30.338748	female	60.0	130.0	CA	essential_nt	25.386111	208000	no	0.0	no	-1.0	0.0	False	Independent contractor	none	false	false	false	false	none	none	none	False	-1.0	no	fulltime	no	none	none	none	none	none	none	none	False	none	True	none	false	none	none	no	none	False	none	false	false	False	True	False	false	false	false	False	none	none	yes	resident	none	none	2
5	30.880853	male	74.0	205.0	CA	preferred_nt	26.317568	150000	yes	450000.0	no	-1.0	1.0	False	Financial Advisor	none	true	false	false	false	none	none	none	False	-1.0	no	fulltime	no	none	none	test_procedure	none	none	none	none	True	colonoscopy	True	misdemeanor	false	none	none	no	none	False	none	false	false	False	True	False	false	false	false	False	none	none	yes	resident	none	none	2
6	31.091672	female	70.0	270.0	PA	essential_nt	38.736735	52000	no	0.0	no	-1.0	0.0	False	Cosmetologist	none	true	false	false	false	none	none	none	False	-1.0	no	fulltime	no	none	none	none	none	none	none	none	False	none	True	none	false	none	none	no	none	False	none	false	false	False	True	False	false	false	false	False	none	none	yes	resident	none	none	2
7	31.915782	female	62.0	160.0	NC	preferred_nt	29.261186	67600	no	0.0	no	-1.0	3.0	False	Hairstylist	none	true	false	false	false	none	none	none	False	-1.0	no	fulltime	no	none	none	none	none	none	none	none	False	none	True	none	false	none	none	no	none	False	none	false	false	False	True	False	false	false	false	False	none	none	yes	resident	none	none	2
8	35.381972	male	71.0	165.0	TX	select_nt	23.010315	132000	no	0.0	no	-1.0	4.0	False	Software developer	none	true	false	false	false	none	none	none	False	-1.0	no	fulltime	no	none	none	none	none	none	none	none	False	none	True	none	false	none	none	no	none	False	none	false	false	False	True	False	false	false	false	False	none	none	yes	resident	none	none	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Other Symbol

Dash Punctuation

Open Punctuation

Close Punctuation

Final Punctuation

Math Symbol

Other Letter

Space Separator

Format

Other Number

Initial Punctuation

Connector Punctuation

Nonspacing Mark

Most occurring scripts

Most frequent character per script

Latin

Common

Inherited

Han

Most occurring blocks

Most frequent character per block

ASCII

Punctuation

None

Misc Symbols

Letterlike Symbols

CJK

VS

Common Values